{"id":"W4376504988","doi":"10.1177/08465371231174897","title":"Recommendations for Improvement of Equity, Diversity, and Inclusion in the CaRMs Selection Process","year":2023,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Alberta; Université de Montréal; University of British Columbia; Hospital for Sick Children; SickKids Foundation; University of Toronto; Health Sciences Centre; McGill University Health Centre","funders":"","keywords":"Medicine; Equity (law); Diversity (politics); Viewpoints; Inclusion (mineral); Health care; Health equity; Cultural diversity; Workforce; Demographics; Medical education; Nursing; Public health; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03347592,0.0011822,0.002576816,0.006809341,0.00242884,0.005604474,0.004285961,0.005918765,0.0139432],"category_scores_gemma":[0.08192515,0.0006460567,0.003859217,0.005939281,0.002282676,0.006160196,0.003121903,0.007715933,0.00329975],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01206694,"about_ca_system_score_gemma":0.09030894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05052248,"about_ca_topic_score_gemma":0.1132357,"domain_scores_codex":[0.9840201,0.007552666,0.002289155,0.0007163009,0.00441557,0.001006219],"domain_scores_gemma":[0.9315295,0.02929217,0.004738862,0.001104325,0.02774172,0.005593423],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006105085,0.000200538,0.001275154,0.04351803,0.0002480143,0.0001800696,0.0009246125,0.0002801403,0.0001371942,0.01292571,0.3557937,0.5844557],"study_design_scores_gemma":[0.0001210706,0.00005096598,0.003222386,0.1579139,0.0005416819,0.0003253625,0.001493201,0.000173981,0.0001042544,0.007021929,0.8289545,0.0000767506],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004524813,0.7563453,0.002602063,0.2231168,0.007632208,0.001070633,0.0004877707,0.0001529311,0.008139705],"genre_scores_gemma":[0.005542234,0.914736,0.02210658,0.04820042,0.002008131,0.001873785,0.0007584993,0.00004150428,0.004732709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.987933,"threshold_uncertainty_score":0.1770397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1539322810980253,"score_gpt":0.4146493326412898,"score_spread":0.2607170515432645,"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."}}