{"id":"W2767213557","doi":"10.1002/acm2.12202","title":"Navigating the medical physics education and training landscape","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Accreditation; Graduate medical education; Medical education; Residency training; Graduate students; Training (meteorology); Psychology; Medicine; Family medicine; Geography; 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":[0.007776319,0.0001756878,0.000268615,0.002602054,0.003252449,0.00496391,0.001154841,0.001285582,0.009539528],"category_scores_gemma":[0.01985547,0.0003338365,0.0002668895,0.002505133,0.002279897,0.003367712,0.008340908,0.002362401,0.001431924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005086225,"about_ca_system_score_gemma":0.01245762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020911,"about_ca_topic_score_gemma":0.02515292,"domain_scores_codex":[0.9898419,0.003721523,0.0004348426,0.0009702303,0.003414446,0.001617185],"domain_scores_gemma":[0.982025,0.004356524,0.003678473,0.0004988913,0.00204531,0.007395787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001809014,0.0008171456,0.429537,0.001191602,0.00008396595,0.0007698881,0.01233929,0.002505168,0.004047837,0.01310737,0.08435114,0.4510687],"study_design_scores_gemma":[0.00003830539,0.0007063911,0.7074999,0.001332013,0.00002389446,0.001376003,0.04271376,0.001923763,0.00114944,0.008884596,0.2342297,0.0001220955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7324917,0.007982404,0.005179408,0.1945155,0.0007408393,0.0001490818,0.001100445,0.0002444756,0.05759626],"genre_scores_gemma":[0.9724522,0.003084629,0.003513819,0.01586697,0.000600549,0.00008063517,0.0004167964,0.0000683146,0.003916133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01020911,"threshold_uncertainty_score":0.0411256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05244846031938675,"score_gpt":0.4893942912028079,"score_spread":0.4369458308834211,"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."}}