{"id":"W4390117894","doi":"10.1177/17455057231219613","title":"Gender and research productivity of award recipients among Canadian national ophthalmology and affiliate subspecialty societies","year":2023,"lang":"en","type":"article","venue":"Women s Health","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McGill University Health Centre; University of Toronto","funders":"National Eye Institute; Canadian Medical Association; Research to Prevent Blindness","keywords":"Subspecialty; Medicine; Productivity; Ophthalmology; Family medicine; Demography; Distribution (mathematics); Gerontology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.003318689,0.0001897621,0.0003165078,0.003556287,0.001515226,0.001155349,0.0006315332,0.0002879152,0.004114172],"category_scores_gemma":[0.01024323,0.0001238156,0.0002317881,0.003487154,0.0007635152,0.0006391387,0.001151534,0.0003857121,0.0004500991],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004241043,"about_ca_system_score_gemma":0.006229045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.236324,"about_ca_topic_score_gemma":0.2812056,"domain_scores_codex":[0.9971849,0.00033481,0.0001974111,0.0002609971,0.001172832,0.0008489394],"domain_scores_gemma":[0.9891227,0.0007943416,0.004099488,0.000241363,0.00229663,0.003445599],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007359916,0.00002264396,0.9932947,0.00001194837,0.000009782432,0.0000342586,0.0006257477,0.00001746533,0.00006645998,0.00007965741,0.001023219,0.004740612],"study_design_scores_gemma":[0.000003522253,0.00004497014,0.9966146,0.00002432404,0.000007415542,0.0001009285,0.002038659,0.0000551827,0.00005099357,0.00003341763,0.001020733,0.000005167688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957271,0.000477573,0.0000600446,0.0003853117,0.00002174734,0.00001833366,0.0009884088,0.000006155143,0.002315368],"genre_scores_gemma":[0.9986836,0.0002419705,0.00005063997,0.00004739597,0.0000147222,0.00001088915,0.000347092,0.000002582241,0.0006009787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9966813,"threshold_uncertainty_score":0.4698969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3345829912274059,"score_gpt":0.5025880453870331,"score_spread":0.1680050541596271,"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."}}