{"id":"W2588483377","doi":"10.1067/j.cpradiol.2017.02.003","title":"Research Mentorship for Our Residents and Fellows: A Vital Supplement for the Health of Our Specialty","year":2017,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mentorship; Medicine; Specialty; Academic institution; Medical education; Institution; Medical physics; Family medicine; Management","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01245726,0.000153023,0.0005748492,0.0002267633,0.0004533597,0.00003652823,0.0004067661,0.0001205091,0.0000074014],"category_scores_gemma":[0.1894729,0.0001014883,0.00007887507,0.00009275569,0.0002728965,0.00007016516,0.0001735235,0.0005926722,0.00000349235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003410933,"about_ca_system_score_gemma":0.002778972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005546069,"about_ca_topic_score_gemma":0.000719832,"domain_scores_codex":[0.9963954,0.0003471594,0.0007252387,0.0004075403,0.0005482334,0.001576417],"domain_scores_gemma":[0.989964,0.007044321,0.0002933694,0.0006721246,0.0003067242,0.001719441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001203629,0.0009018593,0.2019911,0.007502496,0.00009760557,0.0000142699,0.001699557,0.000006826222,0.00008986476,0.003507504,0.648984,0.1340013],"study_design_scores_gemma":[0.02756094,0.01726381,0.5214892,0.005288765,0.0001080965,0.00009131846,0.003322121,0.0007683482,0.0003223769,0.01702131,0.4063606,0.0004031051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2567546,0.03874756,0.004941928,0.6581329,0.006104105,0.03439524,0.0006622289,0.00003657534,0.000224954],"genre_scores_gemma":[0.9831734,0.01286164,0.0003817755,0.000439396,0.001192771,0.001714982,0.00007175731,0.0000225345,0.0001417973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7264188,"threshold_uncertainty_score":0.8173546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.341881150297791,"score_gpt":0.5460116754936098,"score_spread":0.2041305251958188,"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."}}