{"id":"W4283654346","doi":"10.1007/s13187-022-02190-8","title":"Evolution and Evaluation of a Structured Applied Physics Course for Radiation Oncology and Radiation Physics Trainees","year":2022,"lang":"en","type":"review","venue":"Journal of Cancer Education","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; Health Sciences Centre; Credit Valley Hospital; University of Toronto; Trillium Health Centre","funders":"","keywords":"Curriculum; Radiation oncology; Session (web analytics); Medical education; Medical physics; Physics education; Coronavirus disease 2019 (COVID-19); Medical physicist; Quality (philosophy); Course (navigation); Physics; Medicine; Mathematics education; Psychology; Radiation therapy; Internal medicine; Computer science; Pedagogy; Astronomy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008157164,0.0001738943,0.0009637344,0.0001363018,0.00008285994,0.000004785185,0.0000540449,0.0002059151,0.0000388611],"category_scores_gemma":[0.0001039454,0.0001473869,0.0001447775,0.0002047557,0.00009057197,0.0001316664,0.000006224807,0.0002964349,5.228046e-8],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00166226,"about_ca_system_score_gemma":0.00633746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004220696,"about_ca_topic_score_gemma":0.000003217051,"domain_scores_codex":[0.9986097,0.0001833615,0.0006094514,0.0001657832,0.0003332788,0.00009842469],"domain_scores_gemma":[0.9970347,0.0003182756,0.002114376,0.0001052477,0.0003674634,0.00005989612],"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":[0.0001920931,0.0001946041,0.00007767272,0.002324612,0.0003178623,9.955748e-8,0.0006394183,0.000286989,0.00002094669,0.0005045137,0.0006626456,0.9947785],"study_design_scores_gemma":[0.003210897,0.001028754,0.00126587,0.001038559,0.008450155,0.0001223634,0.0004799814,0.000879992,0.00001833845,0.004999509,0.9783265,0.0001790858],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001099583,0.9922155,0.003092949,0.0001306381,0.0018939,0.00146919,0.0000309668,0.000003925467,0.00006340789],"genre_scores_gemma":[0.002831219,0.9911497,0.00189989,0.00006684463,0.003565199,0.0003052576,0.0001356668,0.00002715763,0.00001908133],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9945995,"threshold_uncertainty_score":0.9992957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04696664572258246,"score_gpt":0.5248956797944656,"score_spread":0.4779290340718831,"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."}}