{"id":"W2909808374","doi":"10.1177/0706743718802798","title":"Gender Differences in Research Productivity among Academic Psychiatrists in Canada","year":2019,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Women's College Hospital; University of Toronto","funders":"","keywords":"Confidence interval; Demography; Productivity; Relative risk; Proxy (statistics); Medicine; Psychology; Gerontology; Sociology; Statistics; Mathematics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006509114,0.00007389078,0.0001887763,0.0003840599,0.0003351466,0.00004870925,0.001123004,0.00009713683,0.0002663935],"category_scores_gemma":[0.0002251102,0.00005677456,0.00003631536,0.0008572738,0.0003908228,0.000189277,0.00001996196,0.001595731,0.000009287308],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211506,"about_ca_system_score_gemma":0.03721989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9965037,"about_ca_topic_score_gemma":0.999986,"domain_scores_codex":[0.9972606,0.0006890805,0.000282284,0.0001357505,0.001086284,0.0005460228],"domain_scores_gemma":[0.9990461,0.000120238,0.0001297775,0.0001635716,0.0001498977,0.000390343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001223828,0.000006367768,0.9759138,0.000009987109,0.000007361356,0.00001560073,0.006600776,0.00001828007,3.775958e-7,0.006632957,0.01047427,0.000307978],"study_design_scores_gemma":[0.0002624004,0.000025443,0.932341,0.00009404046,0.000005142332,0.00000378199,0.05150618,0.000003045966,4.019176e-7,0.01332135,0.002367796,0.00006935928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9496505,0.001278165,2.242911e-7,0.03538553,0.003867452,0.0001879865,0.000003493968,0.000001208219,0.009625442],"genre_scores_gemma":[0.99859,0.00006474311,0.00002609351,0.0003342511,0.0005992429,9.214388e-7,2.435836e-7,0.000004633371,0.0003798608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04893952,"threshold_uncertainty_score":0.9682382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09276551073748004,"score_gpt":0.3351207018138949,"score_spread":0.2423551910764149,"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."}}