{"id":"W4213336353","doi":"10.1016/j.athoracsur.2022.01.044","title":"Diversity in National Society Leadership and Podium Speakers in Cardiothoracic Surgery","year":2022,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Dalhousie University; University of Toronto; University Health Network; University of Manitoba; Canadian Association of Thoracic Surgeons; Association of Canadian College and University Teachers of English; University of Alberta","funders":"","keywords":"Medicine; Diversity (politics); Inclusion (mineral); White (mutation); Women of color; CATS; Representation (politics); Family medicine; Gerontology; Race (biology); Gender studies; Psychology; Social psychology; Law; Political science","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"],"consensus_categories":[],"category_scores_codex":[0.01067409,0.0001501702,0.0003067147,0.001650999,0.009380827,0.006358254,0.001175494,0.00145192,0.009272357],"category_scores_gemma":[0.037296,0.0002209033,0.0004294223,0.001594867,0.003473939,0.002581606,0.01034936,0.00410727,0.0003552584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005889701,"about_ca_system_score_gemma":0.01531429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01956298,"about_ca_topic_score_gemma":0.06605478,"domain_scores_codex":[0.9850588,0.007221635,0.0003840379,0.0005071524,0.001839294,0.004989183],"domain_scores_gemma":[0.9548644,0.006541126,0.002712883,0.0004557729,0.003120942,0.03230485],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003532169,0.001232458,0.7820481,0.0001626729,0.0001417141,0.0006270714,0.0541464,0.0002157799,0.0003154605,0.02578859,0.04764461,0.08732388],"study_design_scores_gemma":[0.0001154484,0.0004176705,0.67485,0.0005710265,0.00003973648,0.0005164745,0.2725489,0.0004116418,0.0001927769,0.01282458,0.03744471,0.00006711119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8788511,0.002078035,0.0003622411,0.07538936,0.001844933,0.00004329948,0.0001761028,0.000008995597,0.04124599],"genre_scores_gemma":[0.994781,0.0003609014,0.0000686272,0.002339448,0.0003049349,0.00001714687,0.00004942485,0.000005791649,0.002072957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9893259,"threshold_uncertainty_score":0.05645066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3712606423611594,"score_gpt":0.4012930579306833,"score_spread":0.03003241556952396,"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."}}