{"id":"W4306181628","doi":"10.1177/08465371221134717","title":"Clinical Exposure to Interventional Radiology During Clerkship: A National Assessment of Canadian Medical Schools","year":2022,"lang":"en","type":"letter","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Ottawa","funders":"","keywords":"Medicine; Radiology; Interventional radiology; Medical physics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00259447,0.000260277,0.000370515,0.002238664,0.008015974,0.002637262,0.001996789,0.003248397,0.004450625],"category_scores_gemma":[0.009841266,0.0006244266,0.0005187416,0.003834002,0.001702232,0.0009736829,0.002021596,0.002272267,0.0005501214],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04109279,"about_ca_system_score_gemma":0.08849971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9676369,"about_ca_topic_score_gemma":0.9855802,"domain_scores_codex":[0.9940162,0.0003669582,0.0003934129,0.0002878597,0.002812345,0.002123185],"domain_scores_gemma":[0.9722678,0.001546052,0.003698101,0.0002641519,0.0124532,0.009770681],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001505467,0.0001611835,0.9080864,0.0001545737,0.00003760309,0.001988258,0.02277677,0.0001189129,0.0006398432,0.0004557241,0.04806052,0.01736971],"study_design_scores_gemma":[0.000009588814,0.00007458071,0.9331905,0.0001537705,0.00001564493,0.000560536,0.04963296,0.0001513431,0.00007052519,0.00004432529,0.01604434,0.00005187907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9043187,0.001441967,0.0001419553,0.06700363,0.000364001,0.0001467219,0.001693272,0.00004307296,0.02484656],"genre_scores_gemma":[0.9776654,0.001343493,0.0003078284,0.01321434,0.0001301019,0.00004998404,0.0004701147,0.00002087671,0.006797794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974055,"threshold_uncertainty_score":0.2981504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05205703843087442,"score_gpt":0.38441701225326,"score_spread":0.3323599738223856,"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."}}