{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.000838273,0.0004601251,0.0008378687,0.002446079,0.0001072623,0.0001613413,0.0003778255,0.002122142,0.0001122476],"category_scores_gemma":[0.008202709,0.0004188043,0.0003844051,0.003930055,0.0002835851,0.00006043989,0.00007880329,0.002975679,0.0002805333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174186,"about_ca_system_score_gemma":0.001225064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006154487,"about_ca_topic_score_gemma":0.00001133942,"domain_scores_codex":[0.9967379,0.00007067619,0.0004956152,0.0008411721,0.001298599,0.0005560271],"domain_scores_gemma":[0.9974473,0.0003625896,0.0001459164,0.0009177759,0.0008529552,0.0002735042],"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":[0.00007446227,0.00009086982,0.00006570359,0.0005608157,0.0003860906,0.0001378395,0.000287203,3.118439e-7,0.00005172926,0.002419197,0.991523,0.004402801],"study_design_scores_gemma":[0.0005008312,0.0005528303,0.00003769064,0.0005341409,0.0005745726,0.0001181413,0.0001424004,0.0000351926,0.00001802923,0.001242302,0.9958833,0.0003605944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001428994,0.001867059,0.0002928243,0.03300442,0.9590976,0.0008837662,0.00006319516,0.0003300627,0.003032106],"genre_scores_gemma":[0.001267093,0.00107878,0.003686907,0.002148374,0.9697807,0.0002443001,0.002280208,0.0001757925,0.01933784],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03085605,"threshold_uncertainty_score":0.9998264,"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."}}