{"id":"W4392240206","doi":"10.1002/wjs.12114","title":"Race and sex diversity in Canadian academic surgical societies","year":2024,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Diversity (politics); White (mutation); Race (biology); Vascular surgery; Inclusion (mineral); Medicine; Cardiac surgery; Family medicine; Political science; Surgery; Gender studies; Law; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.004365806,0.00004740405,0.0001776153,0.0004279567,0.0002822976,0.00005637546,0.0001525697,0.00006571351,0.0002697791],"category_scores_gemma":[0.000111378,0.00004391194,0.000080036,0.0004223779,0.0002633729,0.0002751705,0.00006393591,0.0004704002,0.000005387377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193879,"about_ca_system_score_gemma":0.0006739227,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04795206,"about_ca_topic_score_gemma":0.1131328,"domain_scores_codex":[0.9989299,0.000117119,0.0001571906,0.0000691758,0.0004790359,0.0002475762],"domain_scores_gemma":[0.9989867,0.0006022296,0.00004059485,0.00002543213,0.0000383431,0.0003067346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009521247,0.000004910049,0.7770753,0.00002019425,0.00002299567,0.001550494,0.0147573,0.000002165619,0.000001070151,0.00192297,0.1924112,0.01222188],"study_design_scores_gemma":[0.000103484,0.000005731255,0.03356032,0.0002880113,0.00002519497,0.00003265288,0.01776963,0.000005321451,0.000002777444,0.001409209,0.9467122,0.00008546736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9425015,0.01148485,0.000001130302,0.02780899,0.001369767,0.00002955945,0.0000038373,0.00001140883,0.01678892],"genre_scores_gemma":[0.986757,0.005906515,0.000005233049,0.0003874494,0.0004139649,8.082301e-8,3.488891e-7,0.000002277063,0.006527095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.754301,"threshold_uncertainty_score":0.9583877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05928210626518586,"score_gpt":0.3052795570716658,"score_spread":0.2459974508064799,"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."}}