{"id":"W4386002443","doi":"10.1016/j.crad.2023.08.005","title":"Re: formal mentorship in Canadian radiology residency programmes","year":2023,"lang":"en","type":"letter","venue":"Clinical Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Mentorship; Radiology; Medical physics; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01181205,0.0002762913,0.001050403,0.0004988206,0.0003823891,0.00005053094,0.001738609,0.004130774,0.0006798391],"category_scores_gemma":[0.009606845,0.0002727133,0.0003020019,0.0005459442,0.002563184,0.0001184851,0.0001642541,0.003955733,0.0006461204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006221819,"about_ca_system_score_gemma":0.003447861,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4993478,"about_ca_topic_score_gemma":0.9098697,"domain_scores_codex":[0.9923889,0.003094967,0.0009367401,0.0007803085,0.0005154946,0.002283607],"domain_scores_gemma":[0.9946982,0.003894296,0.0002368437,0.0004637687,0.0001039504,0.0006029755],"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":[0.0000208663,0.00001110852,0.1194946,0.00002005718,0.00005273734,0.002573323,0.001417438,3.945458e-7,1.321621e-8,0.002154757,0.8706077,0.003646966],"study_design_scores_gemma":[0.0004799787,0.0003363485,0.01332646,0.00005790325,0.00005463869,0.00001001626,0.002415541,0.000002258971,2.855304e-8,0.005840573,0.9771999,0.0002764103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005838331,0.0006103132,0.000002133287,0.9529947,0.009306464,0.000629711,0.00003385059,0.0001487245,0.03043577],"genre_scores_gemma":[0.02275825,0.003106666,0.00009383357,0.929489,0.02477571,0.00008467863,0.0006870723,0.00005393899,0.01895081],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4105219,"threshold_uncertainty_score":0.9999725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1255106785836143,"score_gpt":0.4121115863554345,"score_spread":0.2866009077718201,"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."}}