{"id":"W4312019901","doi":"10.1200/op.22.00547","title":"Advancing the Clinician Educator Career Pathway in Oncology","year":2022,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"APDS; Medicine; Medical education; Career path; Career Pathways; Radiation oncology; Career development; Family medicine; Oncology; Psychology; Internal medicine; Avalanche photodiode; Management; Radiation therapy","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":[0.003645055,0.0001124301,0.00008596876,0.0003297972,0.00147872,0.001372692,0.0003556728,0.0006961942,0.004307035],"category_scores_gemma":[0.01182414,0.0001438461,0.00008278347,0.0002943386,0.0006332299,0.001097941,0.00202161,0.001185437,0.0006204844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096957,"about_ca_system_score_gemma":0.00666926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247787,"about_ca_topic_score_gemma":0.007486275,"domain_scores_codex":[0.9977406,0.001190241,0.0001236928,0.00009932972,0.0004241554,0.0004220251],"domain_scores_gemma":[0.9892451,0.001572025,0.001836098,0.0001294956,0.001228888,0.005988429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001573238,0.001042869,0.7597375,0.0008198984,0.00001602588,0.0007029136,0.01630655,0.0002007709,0.001360497,0.00100931,0.03083984,0.1878064],"study_design_scores_gemma":[0.0000736721,0.001102994,0.8003106,0.001431599,0.00001714988,0.003453654,0.07167628,0.0003852647,0.000812931,0.001151691,0.1195532,0.00003079868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500774,0.003456594,0.0007444753,0.02986238,0.0003097173,0.0001380984,0.00009563752,0.00003596432,0.01527966],"genre_scores_gemma":[0.9893762,0.002656247,0.00169962,0.003298063,0.0000610739,0.00007657038,0.00008342559,0.000005138754,0.002743748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004307035,"threshold_uncertainty_score":0.01927716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03892895368613086,"score_gpt":0.4436664928232169,"score_spread":0.404737539137086,"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."}}