{"id":"W2121253249","doi":"10.1097/01.rvi.0000175901.01100.54","title":"Attitudes of and Influences on Residents in English Canadian Radiology Programs Regarding Interventional Radiology: Results of a National Survey by the Canadian Interventional Radiology Association (CIRA)","year":2005,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health; University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Subspecialty; Medicine; Interventional radiology; Economic shortage; Demographics; Radiology; Family medicine; Medical education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008430817,0.000252899,0.00090661,0.001036079,0.0001711379,0.00003172636,0.0003056125,0.0005103903,0.0001107919],"category_scores_gemma":[0.005934878,0.0002025505,0.0005122408,0.0002809491,0.0005773657,0.0003373406,0.00004398746,0.0008355602,0.000002299283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116523,"about_ca_system_score_gemma":0.001054092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07233046,"about_ca_topic_score_gemma":0.3574632,"domain_scores_codex":[0.9951535,0.001713655,0.001826018,0.0003896058,0.000456539,0.0004606993],"domain_scores_gemma":[0.9956623,0.001198873,0.001518061,0.0001751282,0.001139621,0.0003060112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001196802,0.0005872762,0.9729826,0.0000964324,0.001751126,0.00001669809,0.000499196,0.0002824828,0.0001468515,0.002516432,0.01811228,0.001811867],"study_design_scores_gemma":[0.003991578,0.002678417,0.9847578,0.0004505426,0.0001427277,0.001889283,0.0001740171,0.0001981299,0.00003256816,0.0006407606,0.004888816,0.0001553684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864253,0.007276683,0.00003631242,0.004650444,0.0006899713,0.000328252,0.0001701083,0.000005383578,0.0004175252],"genre_scores_gemma":[0.9976346,0.0006339906,0.0002899963,0.000319812,0.0004775422,0.00001954259,0.0004098309,0.00001605549,0.0001985751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2851327,"threshold_uncertainty_score":0.933847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03881069120618909,"score_gpt":0.3425420697446137,"score_spread":0.3037313785384246,"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."}}