{"id":"W4392244592","doi":"10.1136/bmjophth-2023-001323","title":"Research productivity and gender of research award recipients in international ophthalmology societies","year":2024,"lang":"en","type":"article","venue":"BMJ Open Ophthalmology","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Eye Institute; Research to Prevent Blindness","keywords":"Productivity; Ophthalmology; Optometry; Medicine; Political science; Medical education; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00494808,0.0002308723,0.0003626627,0.003573769,0.0005906186,0.001057218,0.000522746,0.0003006906,0.00411497],"category_scores_gemma":[0.01751543,0.000132674,0.0003748891,0.002812566,0.0004911866,0.001350862,0.001112606,0.0003850385,0.0007817645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005482641,"about_ca_system_score_gemma":0.0007280265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00163481,"about_ca_topic_score_gemma":0.001503367,"domain_scores_codex":[0.9966671,0.0008150349,0.0005939165,0.0003968202,0.001008943,0.0005181181],"domain_scores_gemma":[0.9823162,0.002519757,0.01106149,0.0005295416,0.001343195,0.00222984],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006172473,0.00003555143,0.9948791,0.00002154445,0.00001457138,0.00005188334,0.0003310048,0.00001214274,0.00005318529,0.00005412985,0.0003427241,0.004142375],"study_design_scores_gemma":[0.000004657119,0.0001080195,0.9962226,0.00005124398,0.00001572894,0.0004886462,0.001666597,0.00006333673,0.00007730419,0.00008058612,0.001215136,0.000006095569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960412,0.0009798729,0.0001873378,0.0002696964,0.00003819211,0.00001889495,0.0006464189,0.000005950006,0.001812434],"genre_scores_gemma":[0.9987313,0.0003171132,0.0001058829,0.00004446422,0.00004023917,0.00001873565,0.0003037764,0.000003127564,0.0004352855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9964262,"threshold_uncertainty_score":0.02616829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8837543029489549,"score_gpt":0.7297434568297326,"score_spread":0.1540108461192222,"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."}}