{"id":"W4410794381","doi":"10.1177/08465371251343784","title":"How to Become a Leader in Academic Radiology?","year":2025,"lang":"en","type":"editorial","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Radiology; Medical physics","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":[0.02191037,0.005100711,0.004999364,0.007844659,0.01102911,0.01966703,0.006284563,0.05132559,0.01796211],"category_scores_gemma":[0.07759622,0.001837044,0.003245048,0.003437081,0.006073416,0.007897414,0.003741508,0.03847305,0.01257973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.014748,"about_ca_system_score_gemma":0.02902762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02140245,"about_ca_topic_score_gemma":0.08800107,"domain_scores_codex":[0.9804599,0.002795853,0.002040909,0.001294295,0.0112843,0.002124691],"domain_scores_gemma":[0.8904738,0.02569457,0.003587447,0.001469444,0.04349674,0.03527801],"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":[0.00001144738,0.000009073669,0.0000283113,0.0001294614,0.000008471821,0.0000558782,0.000013509,0.000008312423,0.000008237502,0.0001448443,0.9970123,0.002570122],"study_design_scores_gemma":[0.0001195208,0.0000371576,0.0007629759,0.001212078,0.00009146267,0.0002810365,0.0003372271,0.0001190518,0.0000453705,0.001047146,0.9958982,0.00004865168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001778689,0.003539322,0.00002834241,0.06095682,0.9344587,0.00001370402,0.00001767996,0.00001565538,0.0009520198],"genre_scores_gemma":[0.0004169521,0.005252896,0.00007349786,0.04297889,0.9458038,0.00003402455,0.00002060281,0.0000203489,0.005398908],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05132559,"threshold_uncertainty_score":0.1158745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489283823551377,"score_gpt":0.3349877106477079,"score_spread":0.3100948724121941,"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."}}