{ "schema_version": "1.0", "definition_version": "2026-10-25.1", "analysis_version": "2026-10-25.1", "retrieval_vintage": "2026-10-11 frozen local inputs", "provisional": true, "areas": { "ARA1": { "level": "sector", "definition": { "id": "ARA1", "canonical_name": "Population Health Innovations and Clinical Research", "primary_subfields": [ "2739", "2713", "2718", "3306", "2735", "2723" ], "delivery_bets": [ "care" ], "scope_note": "Population-health proxy plus pediatric/allergy strands; does not claim complete clinical-research coverage." }, "talent": { "researchers_engaged": 1335, "institutions_ge5": 9, "institutions_ge5_breakdown": [ { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 939 }, { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 216 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 49 }, { "id": "I125956826", "name": "Arkansas State University", "count": 34 }, { "id": "I4405253783", "name": "", "count": 28 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 24 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 16 }, { "id": "I130327366", "name": "Hendrix College", "count": 7 }, { "id": "I107363760", "name": "Harding University Main Campus", "count": 5 } ], "first_publication_year_known": 1333, "early_career_active": 277, "early_career_active_index": 1.08, "senior_h30": 41, "top3_weighted_author_output_share": 0.0556, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 2221, "us_works_2021_2025": 269163, "specialization": 1.157, "top10_quality_ratio": 0.983, "ar_top10_share_ci95": [ 0.1764, 0.2092 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 2219, "works_analyzed": 2168, "consortium_works_excluded": 51, "cross_institution_share": 0.2182, "campus_collapsed_share": 0.1047, "industry_with_ar_noncompany_share": 0.0364, "institution_works_ge5": [ { "id": "I102401767", "count": 35 }, { "id": "I107363760", "count": 10 }, { "id": "I125956826", "count": 30 }, { "id": "I1301864278", "count": 353 }, { "id": "I1304557061", "count": 31 }, { "id": "I1330693074", "count": 8 }, { "id": "I32038505", "count": 37 }, { "id": "I4210088875", "count": 14 }, { "id": "I4210099013", "count": 130 }, { "id": "I4210100037", "count": 8 }, { "id": "I4210106803", "count": 5 }, { "id": "I4210124418", "count": 7 }, { "id": "I4210132575", "count": 25 }, { "id": "I4210146069", "count": 44 }, { "id": "I4210163784", "count": 22 }, { "id": "I4405253783", "count": 22 }, { "id": "I4405261186", "count": 8 }, { "id": "I78715868", "count": 355 }, { "id": "I79620101", "count": 1476 }, { "id": "I9508535", "count": 6 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA2": { "level": "sector", "definition": { "id": "ARA2", "canonical_name": "Power Electronics, Advanced Packaging, and Grid Management Systems", "primary_subfields": [ "2208", "2102" ], "delivery_bets": [ "power" ], "scope_note": "Broad electrical/energy engineering proxy; topic strengths identify power-electronics niches separately." }, "talent": { "researchers_engaged": 335, "institutions_ge5": 6, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 268 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 27 }, { "id": "I125956826", "name": "Arkansas State University", "count": 12 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 10 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 6 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 6 } ], "first_publication_year_known": 333, "early_career_active": 88, "early_career_active_index": 1.38, "senior_h30": 22, "top3_weighted_author_output_share": 0.1831, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 403, "us_works_2021_2025": 57166, "specialization": 0.988, "top10_quality_ratio": 0.71, "ar_top10_share_ci95": [ 0.0976, 0.1626 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 403, "works_analyzed": 403, "consortium_works_excluded": 0, "cross_institution_share": 0.0248, "campus_collapsed_share": 0.0248, "industry_with_ar_noncompany_share": 0.0695, "institution_works_ge5": [ { "id": "I102401767", "count": 22 }, { "id": "I125956826", "count": 17 }, { "id": "I78715868", "count": 339 }, { "id": "I94525581", "count": 9 }, { "id": "I9508535", "count": 9 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA3": { "level": "sector", "definition": { "id": "ARA3", "canonical_name": "Next Generation Transportation and Logistics Systems", "primary_subfields": [ "2203", "3313" ], "delivery_bets": [ "move" ], "scope_note": "Transportation/automotive publication proxy; operational logistics also overlaps ARA7." }, "talent": { "researchers_engaged": 63, "institutions_ge5": 2, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 48 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 5 } ], "first_publication_year_known": 63, "early_career_active": 10, "early_career_active_index": 0.83, "senior_h30": "<5", "top3_weighted_author_output_share": 0.5318, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 78, "us_works_2021_2025": 13323, "specialization": 0.821, "top10_quality_ratio": 1.434, "ar_top10_share_ci95": [ 0.1943, 0.3903 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 78, "works_analyzed": 78, "consortium_works_excluded": 0, "cross_institution_share": null, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": null, "institution_works_ge5": [ { "id": "I78715868", "count": 66 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA4": { "level": "sector", "definition": { "id": "ARA4", "canonical_name": "Materials Engineering Applications", "primary_subfields": [ "2500", "2502", "2503", "2504", "2505", "2506", "2507", "2508" ], "delivery_bets": [ "power" ], "proposed_cross_area_applications": [ "power", "care", "feed", "grow" ], "cross_area_validation_status": "Proposed workstream; hosts must validate current capability, interest and a joint application. These links do not expand measured area definitions or assert existing projects.", "cross_area_source": "st-plan/plan-v2/text/04-known-for.md; st-plan/plan-v2/text/12-foundations.md; strengths/e-network.md §3, §5", "scope_note": "Materials remains a sector with its own evidence and candidate assessment. Power packaging and narrow ferroelectric/quantum strands do not exhaust it." }, "talent": { "researchers_engaged": 368, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 235 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 58 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 19 }, { "id": "I125956826", "name": "Arkansas State University", "count": 12 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 11 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 6 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 6 } ], "first_publication_year_known": 367, "early_career_active": 75, "early_career_active_index": 1.07, "senior_h30": 23, "top3_weighted_author_output_share": 0.3623, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 452, "us_works_2021_2025": 74807, "specialization": 0.847, "top10_quality_ratio": 0.916, "ar_top10_share_ci95": [ 0.1026, 0.1647 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 452, "works_analyzed": 452, "consortium_works_excluded": 0, "cross_institution_share": 0.0487, "campus_collapsed_share": 0.0487, "industry_with_ar_noncompany_share": 0.0243, "institution_works_ge5": [ { "id": "I102401767", "count": 43 }, { "id": "I103527128", "count": 7 }, { "id": "I125956826", "count": 16 }, { "id": "I1304557061", "count": 13 }, { "id": "I78715868", "count": 334 }, { "id": "I79620101", "count": 18 }, { "id": "I94525581", "count": 28 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA5": { "level": "sector", "definition": { "id": "ARA5", "canonical_name": "Precision Agriculture", "primary_subfields": [ "1102", "1111", "1110", "1109", "2312" ], "delivery_bets": [ "grow" ], "scope_note": "Expanded crop/plant/insect/soil and water proxy; water is an application adjacency, not evidence that every water study is precision agriculture." }, "talent": { "researchers_engaged": 777, "institutions_ge5": 11, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 550 }, { "id": "I125956826", "name": "Arkansas State University", "count": 59 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 38 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 23 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 23 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 23 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 17 }, { "id": "I169655526", "name": "University of Arkansas at Monticello", "count": 15 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 8 }, { "id": "I130741802", "name": "Henderson State University", "count": 6 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 6 } ], "first_publication_year_known": 774, "early_career_active": 157, "early_career_active_index": 1.06, "senior_h30": 30, "top3_weighted_author_output_share": 0.097, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 1365, "us_works_2021_2025": 75814, "specialization": 2.524, "top10_quality_ratio": 0.827, "ar_top10_share_ci95": [ 0.1621, 0.203 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 1365, "works_analyzed": 1358, "consortium_works_excluded": 7, "cross_institution_share": 0.0589, "campus_collapsed_share": 0.056, "industry_with_ar_noncompany_share": 0.0523, "institution_works_ge5": [ { "id": "I102401767", "count": 21 }, { "id": "I125956826", "count": 80 }, { "id": "I169655526", "count": 15 }, { "id": "I32038505", "count": 22 }, { "id": "I4210093500", "count": 34 }, { "id": "I4210110627", "count": 37 }, { "id": "I4210117108", "count": 18 }, { "id": "I4210152116", "count": 12 }, { "id": "I78715868", "count": 993 }, { "id": "I79620101", "count": 34 }, { "id": "I94525581", "count": 34 }, { "id": "I9508535", "count": 6 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA6": { "level": "sector", "definition": { "id": "ARA6", "canonical_name": "Food Production and Integrative Health", "primary_subfields": [ "1103", "1106", "1104", "2916" ], "delivery_bets": [ "feed" ], "scope_note": "Food/animal/aquatic science plus nutrition. Delivery feed is narrower; integrative-health strands remain visible in the parent sector." }, "talent": { "researchers_engaged": 513, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 355 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 58 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 30 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 21 }, { "id": "I125956826", "name": "Arkansas State University", "count": 18 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 13 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 11 } ], "first_publication_year_known": 512, "early_career_active": 112, "early_career_active_index": 1.14, "senior_h30": 28, "top3_weighted_author_output_share": 0.1519, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 864, "us_works_2021_2025": 35316, "specialization": 3.429, "top10_quality_ratio": 1.241, "ar_top10_share_ci95": [ 0.1958, 0.2511 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 864, "works_analyzed": 864, "consortium_works_excluded": 0, "cross_institution_share": 0.1204, "campus_collapsed_share": 0.1088, "industry_with_ar_noncompany_share": 0.0856, "institution_works_ge5": [ { "id": "I102401767", "count": 7 }, { "id": "I125956826", "count": 7 }, { "id": "I1301864278", "count": 11 }, { "id": "I1304557061", "count": 25 }, { "id": "I2799886051", "count": 6 }, { "id": "I2939478955", "count": 28 }, { "id": "I32038505", "count": 7 }, { "id": "I4210093500", "count": 15 }, { "id": "I4210132170", "count": 18 }, { "id": "I4210146069", "count": 44 }, { "id": "I4210158944", "count": 8 }, { "id": "I4210160609", "count": 5 }, { "id": "I4405270518", "count": 29 }, { "id": "I78715868", "count": 575 }, { "id": "I79620101", "count": 82 }, { "id": "I94525581", "count": 69 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "ARA7": { "level": "sector", "definition": { "id": "ARA7", "canonical_name": "Supply Chain, Retail, and Consumer Analytics", "primary_subfields": [ "1803", "1404", "1406", "1802" ], "delivery_bets": [ "supply" ], "scope_note": "Includes marketing and information systems alongside operations research and statistics/probability. Broad sector is preserved rather than replacing retail/consumer analytics with an academic niche." }, "talent": { "researchers_engaged": 255, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 143 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 36 }, { "id": "I125956826", "name": "Arkansas State University", "count": 21 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 16 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 12 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 8 }, { "id": "I107363760", "name": "Harding University Main Campus", "count": 5 } ], "first_publication_year_known": 255, "early_career_active": 37, "early_career_active_index": 0.76, "senior_h30": 7, "top3_weighted_author_output_share": 0.1439, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 376, "us_works_2021_2025": 35734, "specialization": 1.475, "top10_quality_ratio": 1.207, "ar_top10_share_ci95": [ 0.2969, 0.3924 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 376, "works_analyzed": 374, "consortium_works_excluded": "<5", "cross_institution_share": 0.0294, "campus_collapsed_share": 0.0267, "industry_with_ar_noncompany_share": 0.016, "institution_works_ge5": [ { "id": "I102401767", "count": 32 }, { "id": "I103527128", "count": 10 }, { "id": "I125956826", "count": 30 }, { "id": "I1330693074", "count": 24 }, { "id": "I32038505", "count": 38 }, { "id": "I78715868", "count": 200 }, { "id": "I79620101", "count": 16 }, { "id": "I94525581", "count": 5 }, { "id": "I9508535", "count": 9 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "feed": { "level": "delivery_application", "definition": { "id": "feed", "name": "Poultry, animal and food science", "ara_sector_ids": [ "ARA6" ], "primary_subfields": [ "1103", "1106", "1104" ], "narrow_topics": [ "T10152", "T10333", "T10450", "T10486" ] }, "talent": { "researchers_engaged": 435, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 325 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 30 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 21 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 17 }, { "id": "I125956826", "name": "Arkansas State University", "count": 15 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 11 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 11 } ], "first_publication_year_known": 435, "early_career_active": 96, "early_career_active_index": 1.15, "senior_h30": 25, "top3_weighted_author_output_share": 0.1718, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 698, "us_works_2021_2025": 20758, "specialization": 4.713, "top10_quality_ratio": 1.201, "ar_top10_share_ci95": [ 0.2064, 0.2693 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 698, "works_analyzed": 698, "consortium_works_excluded": 0, "cross_institution_share": 0.0845, "campus_collapsed_share": 0.0759, "industry_with_ar_noncompany_share": 0.1032, "institution_works_ge5": [ { "id": "I102401767", "count": 6 }, { "id": "I125956826", "count": 5 }, { "id": "I1304557061", "count": 25 }, { "id": "I2799886051", "count": 6 }, { "id": "I2939478955", "count": 28 }, { "id": "I4210132170", "count": 18 }, { "id": "I4210146069", "count": 6 }, { "id": "I4210160609", "count": 5 }, { "id": "I4405270518", "count": 29 }, { "id": "I78715868", "count": 521 }, { "id": "I79620101", "count": 14 }, { "id": "I94525581", "count": 63 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T10152", "T10333", "T10450", "T10486" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 435, "us_works_2021_2025": 7335, "specialization": 8.313, "top10_quality_ratio": 1.494, "ar_top10_share_ci95": [ 0.2035, 0.2837 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 435, "works_analyzed": 435, "consortium_works_excluded": 0, "cross_institution_share": 0.0943, "campus_collapsed_share": 0.0805, "industry_with_ar_noncompany_share": 0.1402, "institution_works_ge5": [ { "id": "I1304557061", "count": 19 }, { "id": "I2799886051", "count": 6 }, { "id": "I2939478955", "count": 26 }, { "id": "I4210132170", "count": 17 }, { "id": "I4405270518", "count": 25 }, { "id": "I78715868", "count": 323 }, { "id": "I79620101", "count": 6 }, { "id": "I94525581", "count": 40 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." }, "nsf_acknowledgement_context": { "ar_share": 0.0081, "us_share": 0.0234, "ar_to_us_ratio": 0.346, "window": "2015-2025, historical peer query", "source_row": "S1", "source_subfields": [ "1103", "1106", "1104" ], "matches_current_area_subfields": true, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "grow": { "level": "delivery_application", "definition": { "id": "grow", "name": "Crop, plant, insect and weed science, with water", "ara_sector_ids": [ "ARA5" ], "primary_subfields": [ "1110", "1102", "1111", "1109", "2312" ], "narrow_topics": [ "T10774", "T10135", "T11641" ] }, "talent": { "researchers_engaged": 777, "institutions_ge5": 11, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 550 }, { "id": "I125956826", "name": "Arkansas State University", "count": 59 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 38 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 23 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 23 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 23 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 17 }, { "id": "I169655526", "name": "University of Arkansas at Monticello", "count": 15 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 8 }, { "id": "I130741802", "name": "Henderson State University", "count": 6 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 6 } ], "first_publication_year_known": 774, "early_career_active": 157, "early_career_active_index": 1.06, "senior_h30": 30, "top3_weighted_author_output_share": 0.097, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 1365, "us_works_2021_2025": 75814, "specialization": 2.524, "top10_quality_ratio": 0.827, "ar_top10_share_ci95": [ 0.1621, 0.203 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 1365, "works_analyzed": 1358, "consortium_works_excluded": 7, "cross_institution_share": 0.0589, "campus_collapsed_share": 0.056, "industry_with_ar_noncompany_share": 0.0523, "institution_works_ge5": [ { "id": "I102401767", "count": 21 }, { "id": "I125956826", "count": 80 }, { "id": "I169655526", "count": 15 }, { "id": "I32038505", "count": 22 }, { "id": "I4210093500", "count": 34 }, { "id": "I4210110627", "count": 37 }, { "id": "I4210117108", "count": 18 }, { "id": "I4210152116", "count": 12 }, { "id": "I78715868", "count": 993 }, { "id": "I79620101", "count": 34 }, { "id": "I94525581", "count": 34 }, { "id": "I9508535", "count": 6 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T10774", "T10135", "T11641" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 243, "us_works_2021_2025": 5206, "specialization": 6.543, "top10_quality_ratio": 1.201, "ar_top10_share_ci95": [ 0.1305, 0.2254 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 243, "works_analyzed": 242, "consortium_works_excluded": "<5", "cross_institution_share": null, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": 0.0661, "institution_works_ge5": [ { "id": "I78715868", "count": 218 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." }, "nsf_acknowledgement_context": { "ar_share": 0.0548, "us_share": 0.0963, "ar_to_us_ratio": 0.569, "window": "2015-2025, historical peer query", "source_row": "S6", "source_subfields": [ "1110", "1102", "1111" ], "matches_current_area_subfields": false, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "move": { "level": "delivery_application", "definition": { "id": "move", "name": "Transportation and logistics", "ara_sector_ids": [ "ARA3" ], "primary_subfields": [ "2203", "3313" ], "narrow_topics": [] }, "talent": { "researchers_engaged": 63, "institutions_ge5": 2, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 48 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 5 } ], "first_publication_year_known": 63, "early_career_active": 10, "early_career_active_index": 0.83, "senior_h30": "<5", "top3_weighted_author_output_share": 0.5318, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 78, "us_works_2021_2025": 13323, "specialization": 0.821, "top10_quality_ratio": 1.434, "ar_top10_share_ci95": [ 0.1943, 0.3903 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 78, "works_analyzed": 78, "consortium_works_excluded": 0, "cross_institution_share": null, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": null, "institution_works_ge5": [ { "id": "I78715868", "count": 66 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "nsf_acknowledgement_context": { "ar_share": 0.1367, "us_share": 0.0937, "ar_to_us_ratio": 1.459, "window": "2015-2025, historical peer query", "source_row": "W2", "source_subfields": [ "2203", "3313" ], "matches_current_area_subfields": true, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "supply": { "level": "delivery_application", "definition": { "id": "supply", "name": "Operations research and information systems", "ara_sector_ids": [ "ARA7" ], "primary_subfields": [ "1803", "1404", "1802" ], "narrow_topics": [ "T11864", "T10328", "T10164" ] }, "talent": { "researchers_engaged": 178, "institutions_ge5": 6, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 90 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 34 }, { "id": "I125956826", "name": "Arkansas State University", "count": 15 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 11 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 10 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 6 } ], "first_publication_year_known": 178, "early_career_active": 33, "early_career_active_index": 0.97, "senior_h30": 6, "top3_weighted_author_output_share": 0.184, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 304, "us_works_2021_2025": 29117, "specialization": 1.463, "top10_quality_ratio": 1.296, "ar_top10_share_ci95": [ 0.2723, 0.3768 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 304, "works_analyzed": 302, "consortium_works_excluded": "<5", "cross_institution_share": 0.0331, "campus_collapsed_share": 0.0298, "industry_with_ar_noncompany_share": 0.0199, "institution_works_ge5": [ { "id": "I102401767", "count": 29 }, { "id": "I103527128", "count": 10 }, { "id": "I125956826", "count": 26 }, { "id": "I1330693074", "count": 24 }, { "id": "I32038505", "count": 28 }, { "id": "I78715868", "count": 151 }, { "id": "I79620101", "count": 16 }, { "id": "I94525581", "count": 5 }, { "id": "I9508535", "count": 7 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T11864", "T10328", "T10164" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 79, "us_works_2021_2025": 3575, "specialization": 3.098, "top10_quality_ratio": 1.189, "ar_top10_share_ci95": [ 0.435, 0.6495 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 79, "works_analyzed": 79, "consortium_works_excluded": 0, "cross_institution_share": null, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": null, "institution_works_ge5": [ { "id": "I103527128", "count": 6 }, { "id": "I125956826", "count": 13 }, { "id": "I78715868", "count": 51 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." }, "nsf_acknowledgement_context": { "ar_share": 0.0614, "us_share": 0.0572, "ar_to_us_ratio": 1.073, "window": "2015-2025, historical peer query", "source_row": "N3", "source_subfields": [ "1803", "1404", "1802" ], "matches_current_area_subfields": true, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "power": { "level": "delivery_application", "definition": { "id": "power", "name": "Power electronics and advanced packaging", "ara_sector_ids": [ "ARA2", "ARA4" ], "primary_subfields": [ "2208", "2102" ], "narrow_topics": [ "T10175", "T10228", "T10361", "T10099", "T10460" ] }, "talent": { "researchers_engaged": 335, "institutions_ge5": 6, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 268 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 27 }, { "id": "I125956826", "name": "Arkansas State University", "count": 12 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 10 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 6 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 6 } ], "first_publication_year_known": 333, "early_career_active": 88, "early_career_active_index": 1.38, "senior_h30": 22, "top3_weighted_author_output_share": 0.1831, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 403, "us_works_2021_2025": 57166, "specialization": 0.988, "top10_quality_ratio": 0.71, "ar_top10_share_ci95": [ 0.0976, 0.1626 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 403, "works_analyzed": 403, "consortium_works_excluded": 0, "cross_institution_share": 0.0248, "campus_collapsed_share": 0.0248, "industry_with_ar_noncompany_share": 0.0695, "institution_works_ge5": [ { "id": "I102401767", "count": 22 }, { "id": "I125956826", "count": 17 }, { "id": "I78715868", "count": 339 }, { "id": "I94525581", "count": 9 }, { "id": "I9508535", "count": 9 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T10175", "T10228", "T10361", "T10099", "T10460" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 167, "us_works_2021_2025": 4071, "specialization": 5.75, "top10_quality_ratio": 0.922, "ar_top10_share_ci95": [ 0.0693, 0.1639 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 167, "works_analyzed": 167, "consortium_works_excluded": 0, "cross_institution_share": null, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": 0.1018, "institution_works_ge5": [ { "id": "I78715868", "count": 167 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." }, "nsf_acknowledgement_context": { "ar_share": 0.2184, "us_share": 0.1856, "ar_to_us_ratio": 1.177, "window": "2015-2025, historical peer query", "source_row": "S4", "source_subfields": [ "2208" ], "matches_current_area_subfields": false, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "care": { "level": "delivery_application", "definition": { "id": "care", "name": "Population and clinical health", "ara_sector_ids": [ "ARA1" ], "primary_subfields": [ "2739", "2713", "2718", "3306" ], "narrow_topics": [ "T10300", "T10549", "T10634", "T12716" ], "scope_note": "Comparable population/public-health proxy; clinical quality strands are shown separately and not represented by the population-health total." }, "talent": { "researchers_engaged": 1133, "institutions_ge5": 8, "institutions_ge5_breakdown": [ { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 772 }, { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 202 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 47 }, { "id": "I125956826", "name": "Arkansas State University", "count": 30 }, { "id": "I4405253783", "name": "", "count": 25 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 21 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 8 }, { "id": "I130327366", "name": "Hendrix College", "count": 7 } ], "first_publication_year_known": 1132, "early_career_active": 231, "early_career_active_index": 1.06, "senior_h30": 29, "top3_weighted_author_output_share": 0.065, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 1962, "us_works_2021_2025": 244537, "specialization": 1.125, "top10_quality_ratio": 0.927, "ar_top10_share_ci95": [ 0.1601, 0.1938 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 1961, "works_analyzed": 1923, "consortium_works_excluded": 38, "cross_institution_share": 0.1981, "campus_collapsed_share": 0.1061, "industry_with_ar_noncompany_share": 0.0255, "institution_works_ge5": [ { "id": "I102401767", "count": 33 }, { "id": "I107363760", "count": 9 }, { "id": "I125956826", "count": 29 }, { "id": "I1301864278", "count": 269 }, { "id": "I1304557061", "count": 25 }, { "id": "I1330693074", "count": 7 }, { "id": "I32038505", "count": 36 }, { "id": "I4210088875", "count": 14 }, { "id": "I4210099013", "count": 130 }, { "id": "I4210100037", "count": 8 }, { "id": "I4210106803", "count": 5 }, { "id": "I4210124418", "count": 7 }, { "id": "I4210132575", "count": 25 }, { "id": "I4210146069", "count": 25 }, { "id": "I4210163784", "count": 20 }, { "id": "I4405253783", "count": 22 }, { "id": "I4405261186", "count": 8 }, { "id": "I78715868", "count": 346 }, { "id": "I79620101", "count": 1256 }, { "id": "I9508535", "count": 6 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T10300", "T10549", "T10634", "T12716" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 235, "us_works_2021_2025": 11359, "specialization": 2.9, "top10_quality_ratio": 2.089, "ar_top10_share_ci95": [ 0.2155, 0.3281 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 235, "works_analyzed": 226, "consortium_works_excluded": 9, "cross_institution_share": 0.5575, "campus_collapsed_share": null, "industry_with_ar_noncompany_share": 0.1283, "institution_works_ge5": [ { "id": "I1301864278", "count": 158 }, { "id": "I79620101", "count": 190 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." }, "nsf_acknowledgement_context": { "ar_share": 0.0093, "us_share": 0.0111, "ar_to_us_ratio": 0.838, "window": "2015-2025, historical peer query", "source_row": "S2", "source_subfields": [ "2739", "2713", "2718", "3306" ], "matches_current_area_subfields": true, "interpretation": "Incomplete publication funder-acknowledgement incidence, not dollars, an eligible proposal denominator, or an award success rate. Historical domain/window must be printed; not directly comparable with current aligned publications." } }, "supply-legacy": { "level": "sensitivity", "definition": { "id": "supply-legacy", "name": "Historical ARA7 talent proxy", "primary_subfields": [ "1803", "1406", "1802" ], "status": "Historical comparison only; excludes information systems." }, "talent": { "researchers_engaged": 196, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 111 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 29 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 12 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 12 }, { "id": "I125956826", "name": "Arkansas State University", "count": 8 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 7 }, { "id": "I107363760", "name": "Harding University Main Campus", "count": 5 } ], "first_publication_year_known": 196, "early_career_active": 25, "early_career_active_index": 0.67, "senior_h30": "<5", "top3_weighted_author_output_share": 0.2065, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 275, "us_works_2021_2025": 29115, "specialization": 1.324, "top10_quality_ratio": 1.142, "ar_top10_share_ci95": [ 0.2506, 0.3585 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 275, "works_analyzed": 273, "consortium_works_excluded": "<5", "cross_institution_share": 0.033, "campus_collapsed_share": 0.0293, "industry_with_ar_noncompany_share": null, "institution_works_ge5": [ { "id": "I102401767", "count": 25 }, { "id": "I125956826", "count": 24 }, { "id": "I1330693074", "count": 11 }, { "id": "I32038505", "count": 30 }, { "id": "I78715868", "count": 147 }, { "id": "I79620101", "count": 16 }, { "id": "I9508535", "count": 6 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "grow-crop-only": { "level": "sensitivity", "definition": { "id": "grow-crop-only", "name": "Crop/plant/soil application without water or insect subfield", "primary_subfields": [ "1110", "1102", "1111" ] }, "talent": { "researchers_engaged": 636, "institutions_ge5": 11, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 451 }, { "id": "I125956826", "name": "Arkansas State University", "count": 51 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 31 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 22 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 19 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 14 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 12 }, { "id": "I169655526", "name": "University of Arkansas at Monticello", "count": 12 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 8 }, { "id": "I9508535", "name": "Arkansas Tech University", "count": 6 }, { "id": "I130741802", "name": "Henderson State University", "count": 6 } ], "first_publication_year_known": 634, "early_career_active": 131, "early_career_active_index": 1.08, "senior_h30": 28, "top3_weighted_author_output_share": 0.1069, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 1115, "us_works_2021_2025": 56657, "specialization": 2.759, "top10_quality_ratio": 0.727, "ar_top10_share_ci95": [ 0.1495, 0.1936 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 1115, "works_analyzed": 1110, "consortium_works_excluded": 5, "cross_institution_share": 0.0631, "campus_collapsed_share": 0.0604, "industry_with_ar_noncompany_share": 0.0486, "institution_works_ge5": [ { "id": "I102401767", "count": 15 }, { "id": "I125956826", "count": 74 }, { "id": "I169655526", "count": 15 }, { "id": "I32038505", "count": 18 }, { "id": "I4210093500", "count": 34 }, { "id": "I4210110627", "count": 34 }, { "id": "I4210117108", "count": 17 }, { "id": "I4210152116", "count": 12 }, { "id": "I78715868", "count": 796 }, { "id": "I79620101", "count": 30 }, { "id": "I94525581", "count": 14 }, { "id": "I9508535", "count": 5 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "feed-legacy": { "level": "sensitivity", "definition": { "id": "feed-legacy", "name": "Historical food/integrative-health talent proxy", "primary_subfields": [ "1103", "1106", "2916" ] }, "talent": { "researchers_engaged": 488, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 348 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 58 }, { "id": "I103527128", "name": "Southern Arkansas University", "count": 21 }, { "id": "I125956826", "name": "Arkansas State University", "count": 17 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 15 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 13 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 10 } ], "first_publication_year_known": 487, "early_career_active": 106, "early_career_active_index": 1.14, "senior_h30": 28, "top3_weighted_author_output_share": 0.1499, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 793, "us_works_2021_2025": 32926, "specialization": 3.376, "top10_quality_ratio": 1.209, "ar_top10_share_ci95": [ 0.1884, 0.2456 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 793, "works_analyzed": 793, "consortium_works_excluded": 0, "cross_institution_share": 0.1185, "campus_collapsed_share": 0.1059, "industry_with_ar_noncompany_share": 0.0895, "institution_works_ge5": [ { "id": "I102401767", "count": 7 }, { "id": "I125956826", "count": 7 }, { "id": "I1301864278", "count": 11 }, { "id": "I1304557061", "count": 25 }, { "id": "I2799886051", "count": 6 }, { "id": "I2939478955", "count": 27 }, { "id": "I32038505", "count": 7 }, { "id": "I4210093500", "count": 15 }, { "id": "I4210146069", "count": 44 }, { "id": "I4210158944", "count": 8 }, { "id": "I4405270518", "count": 29 }, { "id": "I78715868", "count": 556 }, { "id": "I79620101", "count": 82 }, { "id": "I94525581", "count": 39 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." } }, "materials-narrow": { "level": "sensitivity", "definition": { "id": "materials-narrow", "name": "Electronic materials and materials chemistry", "primary_subfields": [ "2504", "2505" ], "narrow_topics": [ "T10107", "T10022", "T10275" ], "status": "Narrow strengths within ARA4; not a replacement for the sector." }, "talent": { "researchers_engaged": 266, "institutions_ge5": 7, "institutions_ge5_breakdown": [ { "id": "I78715868", "name": "University of Arkansas at Fayetteville", "count": 169 }, { "id": "I102401767", "name": "University of Arkansas at Little Rock", "count": 42 }, { "id": "I79620101", "name": "University of Arkansas for Medical Sciences", "count": 12 }, { "id": "I125956826", "name": "Arkansas State University", "count": 8 }, { "id": "I1304557061", "name": "National Center for Toxicological Research", "count": 8 }, { "id": "I32038505", "name": "University of Central Arkansas", "count": 6 }, { "id": "I94525581", "name": "University of Arkansas at Pine Bluff", "count": 6 } ], "first_publication_year_known": 265, "early_career_active": 56, "early_career_active_index": 1.1, "senior_h30": 17, "top3_weighted_author_output_share": 0.4133, "concentration_note": "Weighted author-output proxy; coauthored works may count for multiple authors. Not unique-paper concentration or an individual ranking. Dominant-person cells suppressed.", "interpretation": "Current profile composition, not entry, departure or growth. h-index is an imperfect, field-dependent proxy, not eligibility to lead a proposal." }, "publications": { "window": "2021-2025, articles and reviews, primary subfield, whole-counted", "ar_works_2021_2025": 372, "us_works_2021_2025": 54723, "specialization": 0.953, "top10_quality_ratio": 0.944, "ar_top10_share_ci95": [ 0.1011, 0.1699 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a1_counts.json and a1_top10.json; public institutional aggregate independent of database cohort" }, "collaboration": { "works_in_ledger": 372, "works_analyzed": 372, "consortium_works_excluded": 0, "cross_institution_share": 0.0457, "campus_collapsed_share": 0.0457, "industry_with_ar_noncompany_share": 0.0215, "institution_works_ge5": [ { "id": "I102401767", "count": 28 }, { "id": "I103527128", "count": 7 }, { "id": "I125956826", "count": 6 }, { "id": "I1304557061", "count": 13 }, { "id": "I78715868", "count": 293 }, { "id": "I79620101", "count": 10 }, { "id": "I94525581", "count": 22 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "narrow_strength_evidence": { "topic_ids": [ "T10107", "T10022", "T10275" ], "publications": { "window": "2021-2025, articles and reviews, primary topic, whole-counted", "ar_works_2021_2025": 139, "us_works_2021_2025": 5698, "specialization": 3.419, "top10_quality_ratio": 1.004, "ar_top10_share_ci95": [ 0.1129, 0.2361 ], "quality_note": "Ratio of top-10%-cited shares, not average citations. Descriptive interval treats US rate as fixed; no multiple-comparison correction or classifier error included.", "source": "sources/scratch/strengths/a3_topics_all.json" }, "collaboration": { "works_in_ledger": 139, "works_analyzed": 139, "consortium_works_excluded": 0, "cross_institution_share": 0.036, "campus_collapsed_share": 0.036, "industry_with_ar_noncompany_share": null, "institution_works_ge5": [ { "id": "I78715868", "count": 134 }, { "id": "I94525581", "count": 9 } ], "window": "2021-2025 pooled cross-section; no trend; papers with >50 authors excluded", "interpretation": "Coauthorship measures published collaboration, not all partnerships. Campus-collapsed variant merges Arkansas Children's into UAMS and AAES into Fayetteville." }, "interpretation": "Predefined narrow application/topic bundle, separate from parent-sector breadth. Topic-level screening is exploratory; independent validation and classifier-version checks remain required." } } }, "funding": { "legacy_accounting_buckets": { "ANIMAL_FOOD": { "usd": 37395158.19, "distinct_awards": 66, "top2_award_share": 0.2674, "top3_award_share": 0.3342, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "CROP": { "usd": 25305482.23, "distinct_awards": 55, "top2_award_share": 0.422, "top3_award_share": 0.4615, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "WATER": { "usd": 10832275.5, "distinct_awards": 35, "top2_award_share": 0.1546, "top3_award_share": 0.2234, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "TRANSPORT": { "usd": 15449717.0, "distinct_awards": 8, "top2_award_share": 0.836, "top3_award_share": 0.9008, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "SUPPLY": { "usd": 126513.6, "distinct_awards": "<5", "top2_award_share": 1.0, "top3_award_share": 1.0, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "POWER": { "usd": 57589716.0, "distinct_awards": 17, "top2_award_share": 0.4975, "top3_award_share": 0.6413, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "POP_HEALTH": { "usd": 72971325.0, "distinct_awards": 34, "top2_award_share": 0.4777, "top3_award_share": 0.5862, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." }, "MATERIALS": { "usd": 44214849.25, "distinct_awards": 40, "top2_award_share": 0.2979, "top3_award_share": 0.3974, "basis": "Historical exclusive classifier bucket, not a newly aligned sector total; mixed agency dollar bases." } }, "audited_accounting_buckets": { "ANIMAL_FOOD": { "usd": 37395158.19, "distinct_awards": 66, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "CROP": { "usd": 25305482.23, "distinct_awards": 55, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "WATER": { "usd": 10832275.5, "distinct_awards": 35, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "TRANSPORT": { "usd": 14706066.0, "distinct_awards": 7, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "SUPPLY": { "usd": 870164.6, "distinct_awards": "<5", "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "POWER": { "usd": 57589716.0, "distinct_awards": 17, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "POP_HEALTH": { "usd": 72971325.0, "distinct_awards": 34, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." }, "MATERIALS": { "usd": 44214849.25, "distinct_awards": 40, "basis": "Single-allocation ledger with explicit title-audit overlay for NSF2236302; other historical buckets unvalidated. Not an aligned sector funding estimate." } }, "cultivate_iq": { "award_ids": [ "2236302", "2345176" ], "usd_total_once": 5742469.0, "domains": [ "ARA5", "ARA6", "ARA7" ], "method": "data science / applied AI", "interpretation": "Existing convergence precedent, not additive new money or proof of industry demand. Never add this linked amount to the raw accounting totals." }, "dollar_classification_uncertainty": null, "uncertainty_note": "The historical 34/40 spot-check is unweighted award agreement; it establishes neither a ±15% dollar bound nor a field-specific error rate.", "accounting_basis": { "NSF": "estimatedTotalAmt assigned to award start fiscal year (multi-year commitment)", "NIH": "annual award_amount in each fiscal year; parent records; VA records have no reported dollars", "USAspending": "total obligations to retrieval date, assigned to new-award fiscal year; amounts may change or be negative" }, "limits": [ "Agency totals are not comparable annual expenditures. Do not infer annual shortfall from lifetime award size.", "Subawards, federal intramural laboratories, and some pass-through or private funding are absent.", "Multi-label tags are discovery aids; unreviewed title matching is not authoritative area classification." ] }, "coverage": { "current_database_researchers": 10384, "early_career_active_state_share": 0.1917, "institutional_roster_coverage_rate": null, "source_ledger_works": 24869, "institutionally_resolved_work_records": 24854, "notes": [ "Database is not a census; institutional roster coverage denominator unavailable, so do not call database counts total capacity.", "No two-year colleges in researcher extract. Federal laboratory and company researchers are under-represented.", "Opted-out/suppressed researchers excluded from talent; their known author affiliations excluded from collaboration linkage. Public institutional bibliometric aggregates are independent of the database cohort.", "Division of Agriculture is filed under Fayetteville; geographic reach cannot be inferred from campus address.", "Profile topics are lifetime top-five summaries; publication and collaboration windows are 2021-2025. Topic-classifier version consistency remains unverified.", "Raw 2020-2025 peer tables are historical context, not interchangeable with aligned 2021-2025 results." ] }, "historical_export_warnings": [ "Retained for audit/reproduction, not certified as corrected evidence. Arkansas geographic filters were defective; national, citation-quality, rank and growth comparisons are withdrawn pending compatible restatement.", "Mixed-source funding composites and agency-share interpretations are withdrawn. The original source JSON retains its earlier accounting definitions and agency labels, including later-corrected CDC/NIH classifications.", "Legacy amounts may reflect missing-value coercion. Use funding/funding-source-records.csv and its amount_status field for corrected observed, observed-zero and unavailable distinctions; 148 unavailable source amounts are not zero.", "Use geography/source-geography-notes.md and funding/funding-methods.md for the new bounded source corrections. No partner acceptance or current operational readiness is established." ] }