{"id":"W2272226265","doi":"10.1016/j.carj.2015.08.005","title":"Factors Influencing Radiology Residents' Fellowship Training and Practice Preferences in Canada","year":2016,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Medicine; Mentorship; Medical education; Employability; Interventional radiology; Radiology; Psychology","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":[0.001137325,0.0001395252,0.0001728271,0.0007596101,0.002286851,0.0008799328,0.0005660963,0.0003781668,0.003919896],"category_scores_gemma":[0.005461434,0.0001608563,0.0002046942,0.001488193,0.0008957313,0.0002552107,0.0006674846,0.0005495755,0.0002325016],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01301325,"about_ca_system_score_gemma":0.03251109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9426344,"about_ca_topic_score_gemma":0.978184,"domain_scores_codex":[0.9983574,0.0002150284,0.00008368127,0.000132482,0.000550821,0.0006607028],"domain_scores_gemma":[0.9941211,0.0005372266,0.0009284603,0.00007121771,0.001497318,0.002844488],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001039047,0.00008127465,0.967961,0.00007712797,0.00002426009,0.0003037463,0.005093756,0.0001297363,0.0004075512,0.0001757479,0.004562727,0.02107911],"study_design_scores_gemma":[0.000008382268,0.00004591919,0.9858316,0.0000783828,0.00000722545,0.0002421229,0.009649403,0.0001880869,0.00008291674,0.00004630119,0.003801471,0.00001825675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931962,0.0004768309,0.00007802349,0.002057417,0.0000209718,0.00002246659,0.0003913854,0.000006514299,0.003750148],"genre_scores_gemma":[0.9983924,0.0003404329,0.0001447755,0.000312977,0.000007595218,0.00000879085,0.000147192,0.000003403238,0.000642464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988627,"threshold_uncertainty_score":0.1154068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06058192393444659,"score_gpt":0.3054263877219481,"score_spread":0.2448444637875015,"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."}}