{"id":"W3124884013","doi":"10.1177/0846537120982984","title":"Diagnostic Neuroradiology Subspecialty Training: 1 Versus 2 Years; the Canadian Perspective","year":2021,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Western University; Université de Montréal; University of Calgary; McGill University; University of British Columbia; McMaster University; Dalhousie University; University of Toronto","funders":"","keywords":"Medicine; Subspecialty; Accreditation; Competence (human resources); Certification; Neuroradiology; Graduate medical education; Curriculum; Medical education; Specialty; Family medicine; Demographics; Academic year; Board certification; Residency training; Continuing education; Demography; Psychology; Management; Neurology; Pedagogy","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":[0.002785846,0.0004459065,0.0004461031,0.002913073,0.006648865,0.004828908,0.001724885,0.002087501,0.007099322],"category_scores_gemma":[0.005831202,0.0003251192,0.000543508,0.004666476,0.003174404,0.002626042,0.002214754,0.003653091,0.0002565706],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08727523,"about_ca_system_score_gemma":0.1332868,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9856557,"about_ca_topic_score_gemma":0.9947256,"domain_scores_codex":[0.9962979,0.0003381151,0.00009401933,0.0003227826,0.0009876506,0.001959531],"domain_scores_gemma":[0.9897611,0.0005292342,0.00103706,0.00003973646,0.001456782,0.007176207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006388179,0.0004038458,0.683094,0.001622356,0.0001616503,0.002301436,0.037481,0.0008772542,0.001107575,0.03415328,0.1032637,0.1348952],"study_design_scores_gemma":[0.00006119251,0.00028834,0.8309009,0.003743908,0.0001998443,0.001155064,0.08023804,0.000694685,0.0001920553,0.002108657,0.08025466,0.0001626707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5406542,0.07967483,0.000469331,0.311711,0.002191163,0.00009434384,0.003832211,0.00003521615,0.06133761],"genre_scores_gemma":[0.9570505,0.0249229,0.0003357348,0.01387294,0.0006633104,0.00002263865,0.0004842328,0.0000221834,0.002625482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9127248,"threshold_uncertainty_score":0.6332291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644673790081492,"score_gpt":0.3161530126411766,"score_spread":0.2797062747403616,"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."}}