{"id":"W2888701329","doi":"10.36834/cmej.43038","title":"Transition to practice: creation of a transitional rotation for radiation oncology","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Competence (human resources); Radiation oncology; Multidisciplinary approach; Medical education; Qualitative property; Medicine; Multidisciplinary team; Patient care; Tertiary care; Communication skills; Family medicine; Psychology; Internal medicine; Nursing; Computer science; Radiation therapy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008202018,0.00007446559,0.0001750398,0.0003530222,0.000204012,0.000008422026,0.00006246802,0.0002345747,0.005453923],"category_scores_gemma":[0.00736152,0.00007089047,0.0000644052,0.0002216997,0.0001627203,0.0001917876,7.994793e-7,0.0002264866,0.00001533329],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008024819,"about_ca_system_score_gemma":0.03327294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002977176,"about_ca_topic_score_gemma":0.001773078,"domain_scores_codex":[0.9989142,0.0001047722,0.0003632597,0.0001284275,0.0003088219,0.0001804762],"domain_scores_gemma":[0.9963657,0.0002022733,0.0001484215,0.00007578918,0.001079193,0.002128667],"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":[0.001421706,0.0004236563,0.00007983171,0.0000338442,0.00008447062,0.00001083399,0.006993146,0.00003134061,0.0004966456,0.003568074,0.09583874,0.8910177],"study_design_scores_gemma":[0.002044489,0.002041525,0.002082865,0.0001340678,0.0001062676,0.001997369,0.001693239,0.000868343,0.0003170305,0.001069848,0.9875539,0.00009107119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03524184,0.0006492137,0.4289088,0.5171684,0.006571444,0.001431905,0.00003585707,0.00002310099,0.009969402],"genre_scores_gemma":[0.6008849,0.0005105057,0.1538466,0.2302605,0.0133565,0.0001953422,0.0002893852,0.00004055833,0.0006157302],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8917152,"threshold_uncertainty_score":0.9954552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020724600833198,"score_gpt":0.4305681189148777,"score_spread":0.4203608729065457,"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."}}