{"id":"W2969339422","doi":"10.1016/j.ctro.2019.08.002","title":"Board-certified specialty training program in radiation oncology in a war-torn country: Challenges, solutions and outcomes","year":2019,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation; University of Alberta","funders":"","keywords":"Graduation (instrument); Medical education; Medicine; Certification; Specialty; Radiation oncology; Internship; Syllabus; Board certification; Family medicine; Political science; Continuing medical education; Surgery; Radiation therapy; Continuing education","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":[0.002257757,0.0001961404,0.0001129783,0.0004089359,0.001649824,0.00106472,0.0006015999,0.0005104695,0.00696311],"category_scores_gemma":[0.003964983,0.0001093916,0.000162746,0.0004853329,0.0004316817,0.0007705229,0.002000501,0.0008796544,0.0008648707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325378,"about_ca_system_score_gemma":0.006598084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004062151,"about_ca_topic_score_gemma":0.01241284,"domain_scores_codex":[0.9988166,0.0003484716,0.00004163591,0.00008204639,0.0002377016,0.0004735676],"domain_scores_gemma":[0.9936388,0.0003619832,0.0007608555,0.000122729,0.0009019559,0.004213617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001659896,0.001994804,0.7267336,0.0007465289,0.00003404059,0.002075261,0.008016968,0.0004930621,0.002188963,0.001046548,0.02719943,0.2293048],"study_design_scores_gemma":[0.00004559164,0.001846954,0.9067165,0.0006196101,0.00002686764,0.003310325,0.04068058,0.0005789422,0.001063155,0.0004694504,0.04461505,0.00002703919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981985,0.001382305,0.0005924903,0.006438464,0.0002658413,0.0001711154,0.0001552811,0.00004199198,0.008967495],"genre_scores_gemma":[0.9908076,0.00154949,0.001463952,0.001361162,0.0001153158,0.0001003535,0.0003238679,0.00001385538,0.004264467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00696311,"threshold_uncertainty_score":0.02329391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284124865796228,"score_gpt":0.4616185176593433,"score_spread":0.368777269001381,"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."}}