{"id":"W4360871669","doi":"10.31235/osf.io/gcuhn","title":"Research-targeting, spillovers, and the direction of science: Evidence from HIV research-funding","year":2023,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health","keywords":"Human immunodeficiency virus (HIV); Quarter (Canadian coin); Sample (material); Political science; Business; Medicine; Geography; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04355986,0.0007504652,0.001417394,0.01394352,0.001993094,0.007768751,0.001763834,0.001618868,0.01587352],"category_scores_gemma":[0.2242925,0.0006455763,0.002458722,0.02784672,0.00345893,0.01055501,0.008026564,0.001869919,0.001595342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001968511,"about_ca_system_score_gemma":0.005732842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479368,"about_ca_topic_score_gemma":0.004245774,"domain_scores_codex":[0.9425608,0.02720768,0.009932101,0.004892165,0.01352186,0.001885332],"domain_scores_gemma":[0.5482324,0.3495572,0.06651399,0.01300752,0.01800185,0.004687039],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002797693,0.0003949552,0.514316,0.0599026,0.00960955,0.001446949,0.02416397,0.001110964,0.0006181434,0.02984365,0.01352401,0.3422714],"study_design_scores_gemma":[0.001040825,0.000853517,0.6697366,0.09369196,0.01587514,0.004451593,0.03028567,0.001153771,0.001254129,0.05038795,0.1310132,0.0002555888],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3471227,0.5365663,0.005693341,0.0267329,0.0008264193,0.0005812923,0.008257907,0.0001171182,0.0741021],"genre_scores_gemma":[0.8630485,0.1275879,0.002867045,0.0026083,0.000559029,0.0002644247,0.001807428,0.0000700317,0.001187254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9564402,"threshold_uncertainty_score":0.2303693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2653844276284624,"score_gpt":0.5039341254612628,"score_spread":0.2385496978328004,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}