{"id":"W4225279554","doi":"10.1177/08465371221099479","title":"Pioneering EDI in Canadian Academic Radiology","year":2022,"lang":"en","type":"editorial","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia; McMaster University; BC Cancer Agency","funders":"","keywords":"Medicine; Medical physics; Radiology","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":[0.02131555,0.005207836,0.004505486,0.008413089,0.008406162,0.0188821,0.007387452,0.05538569,0.01474878],"category_scores_gemma":[0.06574781,0.001908955,0.004324247,0.005155711,0.006715122,0.006070118,0.004879065,0.04338212,0.006431188],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02785802,"about_ca_system_score_gemma":0.03247576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07277197,"about_ca_topic_score_gemma":0.2223477,"domain_scores_codex":[0.9793818,0.002775118,0.002002319,0.001755896,0.01167611,0.002408794],"domain_scores_gemma":[0.9083304,0.02177599,0.002953355,0.001716698,0.04307959,0.02214405],"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":[0.00001340639,0.000005135792,0.00002141632,0.000154223,0.00001079371,0.0001062612,0.0000190629,0.00001527429,0.00001313674,0.0002325719,0.9970566,0.002352229],"study_design_scores_gemma":[0.00007319698,0.00001377426,0.0003483445,0.0007758716,0.00006433771,0.0002242904,0.000143426,0.00007085029,0.00004149465,0.0004891704,0.997726,0.00002921753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000231702,0.009369285,0.00003955271,0.05704236,0.9322982,0.00001168061,0.00002346475,0.00001878009,0.001173429],"genre_scores_gemma":[0.000407643,0.006556382,0.0000592513,0.02991998,0.9593474,0.0000122703,0.00001369598,0.00001848274,0.003664939],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.972142,"threshold_uncertainty_score":0.202125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424568231511615,"score_gpt":0.306218069086466,"score_spread":0.2919723867713498,"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."}}