{"id":"W4394733664","doi":"10.1148/rg.240003","title":"How to Succeed as a Radiology Fellow","year":2024,"lang":"en","type":"editorial","venue":"Radiographics","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01779212,0.00433265,0.005102652,0.005609249,0.006962088,0.01575213,0.005576635,0.05577787,0.02408434],"category_scores_gemma":[0.06695301,0.002328339,0.003933636,0.002094732,0.004765703,0.008789742,0.00411362,0.04935403,0.02241324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006916004,"about_ca_system_score_gemma":0.009246513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003484163,"about_ca_topic_score_gemma":0.01527395,"domain_scores_codex":[0.9867622,0.002572943,0.00159857,0.00107376,0.006746353,0.001246055],"domain_scores_gemma":[0.9344586,0.02184657,0.003241905,0.001711356,0.02030892,0.01843267],"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":[0.000009098732,0.000007753289,0.00001346377,0.0001049023,0.000009339773,0.00005463693,0.000007581199,0.000008650895,0.00001199206,0.0001870415,0.9968756,0.002709927],"study_design_scores_gemma":[0.00009172807,0.00003021849,0.0002449352,0.0006114828,0.00006927241,0.0002305223,0.00008924237,0.00009754918,0.00004328776,0.001215085,0.997247,0.00002966002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001411401,0.003465643,0.00005684702,0.0661675,0.929007,0.00001289882,0.00001475196,0.00003177876,0.001229417],"genre_scores_gemma":[0.0002363317,0.002617092,0.00007492146,0.04101212,0.9503189,0.0000241728,0.00001312216,0.00003003598,0.00567326],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05577787,"threshold_uncertainty_score":0.09409487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008771271657510689,"score_gpt":0.3145172601276183,"score_spread":0.3057459884701076,"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."}}