{"id":"W4281550782","doi":"10.1177/08465371221099956","title":"Recommendations for Improving Canadian Radiology Equity, Diversity and Inclusion","year":2022,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Alberta; Université de Montréal","funders":"","keywords":"Medicine; Equity (law); Diversity (politics); Inclusion (mineral); Patient care; Health care; Radiology; Nursing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00294416,0.00008919675,0.0002532923,0.0005006765,0.007688786,0.00001471672,0.000176903,0.0001405933,0.0002359079],"category_scores_gemma":[0.001553544,0.0000964736,0.00007989065,0.0001513309,0.00005316884,0.0001299623,0.0007407722,0.0004664254,7.05339e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005677167,"about_ca_system_score_gemma":0.002283786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2423392,"about_ca_topic_score_gemma":0.3255412,"domain_scores_codex":[0.998723,0.0002546865,0.0002895337,0.0001656697,0.0001544713,0.0004126317],"domain_scores_gemma":[0.9982653,0.0002915308,0.00050362,0.0001027953,0.000226372,0.0006104326],"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":[0.0001406521,0.00005147962,0.7817532,0.00003916031,0.0002863821,0.00004018311,0.007372105,0.0001200921,0.0003188094,0.002045957,0.1710584,0.03677361],"study_design_scores_gemma":[0.003683378,0.00151392,0.4571227,0.0000183351,0.0004542257,0.004032967,0.003312655,0.00149056,0.00001737897,0.0067514,0.5212387,0.0003637068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8572347,0.0007407484,0.0002945528,0.1366791,0.002185456,0.000549827,0.0003056334,0.00001489121,0.00199507],"genre_scores_gemma":[0.994545,0.0001763115,0.001195323,0.002955128,0.0002637373,0.00001447539,0.000141017,0.000008968162,0.0007000608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3501804,"threshold_uncertainty_score":0.9981399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0534656623145068,"score_gpt":0.3253806471441913,"score_spread":0.2719149848296846,"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."}}