{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003639786,0.0002887096,0.0005494826,0.003687327,0.002200402,0.001905527,0.00109438,0.000455092,0.002588991],"category_scores_gemma":[0.01591075,0.0002996041,0.0005390294,0.006454371,0.001191854,0.00068126,0.001303922,0.0006503856,0.0002419923],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02077883,"about_ca_system_score_gemma":0.03785069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9276798,"about_ca_topic_score_gemma":0.9558501,"domain_scores_codex":[0.9958008,0.0004326918,0.000235204,0.000529334,0.001604797,0.001397184],"domain_scores_gemma":[0.9830429,0.002568282,0.005635215,0.0004111478,0.004433789,0.003908697],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001167581,0.00002081661,0.9877645,0.00005562483,0.00006428241,0.00009683581,0.001699806,0.0001025947,0.000128795,0.0001850776,0.001207394,0.008557483],"study_design_scores_gemma":[0.000006491794,0.00001676671,0.9972671,0.00005151715,0.00001315812,0.00006974698,0.00175263,0.0001479735,0.00004274295,0.00005475203,0.0005694717,0.000007643216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886215,0.003729165,0.000141172,0.002337022,0.00003902442,0.0000246092,0.002157163,0.00001335058,0.002936843],"genre_scores_gemma":[0.9975916,0.001262919,0.0001087811,0.0001498737,0.00001831471,0.00001051849,0.0004436116,0.000004499394,0.0004099532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9963602,"threshold_uncertainty_score":0.1507617,"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."}}