{"id":"W2980177704","doi":"10.1259/bjr.20190340","title":"Interventional radiology training: a comparison of 5 English-speaking countries","year":2019,"lang":"en","type":"article","venue":"British Journal of Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Training (meteorology); Competition (biology); Medicine; Radiology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001842692,0.000238197,0.0004152756,0.002740368,0.0005165556,0.001050237,0.0003667829,0.0003988641,0.003112864],"category_scores_gemma":[0.005889365,0.0001982466,0.0004566383,0.002545396,0.0005340368,0.0007699919,0.00127995,0.0002536874,0.0004801004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001216204,"about_ca_system_score_gemma":0.001334784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01629392,"about_ca_topic_score_gemma":0.02161544,"domain_scores_codex":[0.9981476,0.0004190116,0.0003925541,0.0002180537,0.0004145322,0.000408295],"domain_scores_gemma":[0.9941682,0.001271122,0.002378516,0.0001048771,0.001050565,0.001026912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006347898,0.0001011396,0.9759931,0.0003511037,0.0001177627,0.0007013441,0.003696816,0.0001393718,0.0004707943,0.0001819278,0.0008376393,0.01677415],"study_design_scores_gemma":[0.00001539569,0.0001696661,0.9921619,0.0001452001,0.00002538453,0.0004145828,0.005442478,0.00006021766,0.00007996412,0.00001749607,0.001459631,0.000008123418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995333,0.00106562,0.00009209775,0.000154871,0.00002047199,0.00003173711,0.0005404766,0.000005398116,0.002756276],"genre_scores_gemma":[0.9983503,0.0005204927,0.0001118496,0.0001156388,0.00001005349,0.00002711607,0.0004848769,0.000005664599,0.0003740207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01629392,"threshold_uncertainty_score":0.03239816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984721735534137,"score_gpt":0.3410190001353223,"score_spread":0.3011717827799809,"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."}}