{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03631686,0.001700411,0.001680672,0.007852471,0.0160644,0.01194082,0.01018705,0.01956352,0.05003698],"category_scores_gemma":[0.1349557,0.001369553,0.003781311,0.006635532,0.007285632,0.008511806,0.01040129,0.01701793,0.01117341],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07474428,"about_ca_system_score_gemma":0.4681687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8577687,"about_ca_topic_score_gemma":0.9268898,"domain_scores_codex":[0.9444671,0.01349897,0.004140979,0.002199631,0.02446552,0.01122764],"domain_scores_gemma":[0.7479573,0.02192393,0.005327444,0.005227988,0.1367278,0.08283566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001869902,0.0001063802,0.00114403,0.0006080508,0.00001675984,0.0001712803,0.0008108875,0.0001482393,0.0001351212,0.00496753,0.9430466,0.04882648],"study_design_scores_gemma":[0.0001318163,0.0000503741,0.006198493,0.003830967,0.00007698865,0.0002509127,0.005524757,0.0003275513,0.0002968037,0.00772468,0.9753725,0.0002142512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001203081,0.008089142,0.003013704,0.9213399,0.01048777,0.001237836,0.001565467,0.0008787088,0.05218444],"genre_scores_gemma":[0.03653269,0.03408284,0.1399388,0.6454137,0.007383532,0.005742196,0.006939263,0.000700102,0.1232671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9252557,"threshold_uncertainty_score":0.5423102,"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."}}