{"id":"W4402118288","doi":"10.1177/08465371241275204","title":"The Status of Canadian Radiology Mentorship Programs, Where We Stand and Where to Improve","year":2024,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of British Columbia","funders":"","keywords":"Mentorship; Medicine; Medical education; Productivity; Radiology","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":[0.0175223,0.0003579819,0.0003488573,0.002325583,0.01042195,0.00635583,0.003377787,0.001659169,0.005438909],"category_scores_gemma":[0.0559959,0.0003126414,0.000405736,0.004211637,0.003857626,0.002470684,0.003734333,0.002106998,0.0003643297],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0680234,"about_ca_system_score_gemma":0.1993113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8805897,"about_ca_topic_score_gemma":0.9258363,"domain_scores_codex":[0.9760051,0.004522689,0.0006538885,0.0009796413,0.01053921,0.007299459],"domain_scores_gemma":[0.9218816,0.005550661,0.007471357,0.001082662,0.0311875,0.03282619],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006035719,0.000293806,0.3752435,0.003087691,0.0001448865,0.0008804011,0.06497459,0.0007128706,0.002161247,0.01334921,0.09731114,0.4412371],"study_design_scores_gemma":[0.00003316742,0.0003010509,0.7287178,0.002079901,0.00007786703,0.0004278747,0.1163819,0.0006444986,0.001057804,0.0007529659,0.1493362,0.0001889627],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7420732,0.01979746,0.001183203,0.180396,0.001115687,0.000291433,0.001636394,0.0001938583,0.05331272],"genre_scores_gemma":[0.9891376,0.003842084,0.0009217383,0.001829998,0.00008963723,0.00006070789,0.0002845573,0.0000200615,0.003813683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9824777,"threshold_uncertainty_score":0.4935466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400426336764577,"score_gpt":0.3158825802296221,"score_spread":0.3018783168619764,"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."}}