{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008010694,0.0003211085,0.00126822,0.00340941,0.0003545182,0.00003980895,0.000642219,0.00224304,0.009550952],"category_scores_gemma":[0.01448238,0.0003313191,0.0007040861,0.0007173348,0.0001565213,0.0001417484,0.00004843572,0.007447257,0.000026157],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0104016,"about_ca_system_score_gemma":0.03613651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06241717,"about_ca_topic_score_gemma":0.1762532,"domain_scores_codex":[0.9930706,0.001840476,0.002086695,0.000502045,0.001621066,0.0008791436],"domain_scores_gemma":[0.9930774,0.0009366046,0.002320073,0.000320524,0.001438804,0.001906595],"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":[0.00004303204,0.00005032884,0.2484764,0.00006089304,0.0008719186,0.0005318951,0.00005439014,0.00006847482,0.000005334794,0.0001117918,0.7494365,0.0002890683],"study_design_scores_gemma":[0.001062638,0.0008350623,0.443684,0.0001476403,0.0001546889,0.003070925,0.0001022487,0.00002400608,5.942706e-7,0.00007955255,0.5506465,0.0001921036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1095584,0.0004094366,0.00002705275,0.8788053,0.004885832,0.0005487991,0.0006536554,0.00001514631,0.005096443],"genre_scores_gemma":[0.5131426,0.001390857,0.003437728,0.4524117,0.01800352,0.000118142,0.002510147,0.0001169489,0.008868358],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4263936,"threshold_uncertainty_score":0.9999139,"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."}}