{"id":"W1703217178","doi":"10.1016/j.ijrobp.2015.06.002","title":"Delayed Workforce Entry and High Emigration Rates for Recent Canadian Radiation Oncology Graduates","year":2015,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dr. H. Bliss Murphy Cancer Centre; BC Cancer Agency; CancerCare Manitoba","funders":"","keywords":"Workforce; Medicine; Graduation (instrument); Radiation oncology; Certification; Entry Level; Family medicine; Medical education; Internal medicine; Management; Economic growth; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009294346,0.0003164164,0.0003315023,0.00175069,0.003698651,0.002045649,0.002357905,0.001626969,0.01585001],"category_scores_gemma":[0.006725457,0.0003928235,0.0008806456,0.003250306,0.0005759776,0.0007498694,0.001701984,0.002359384,0.0008411334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01887832,"about_ca_system_score_gemma":0.04912193,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9775318,"about_ca_topic_score_gemma":0.9905728,"domain_scores_codex":[0.9985091,0.00006140884,0.00005079576,0.00009870774,0.0003413059,0.0009386911],"domain_scores_gemma":[0.9941775,0.0003132239,0.001340768,0.00009292317,0.001622968,0.00245269],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001534802,0.0001108236,0.9789193,0.0000797753,0.00003848675,0.0001840837,0.001984924,0.0001299639,0.0001347407,0.0003570352,0.006885241,0.01102219],"study_design_scores_gemma":[0.00000645672,0.00002953274,0.9899136,0.00008462818,0.00001733469,0.00009181284,0.00661752,0.0001645513,0.00004079053,0.00005047715,0.002967257,0.00001606913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842139,0.001487423,0.00008743849,0.00410571,0.0001249597,0.00004192873,0.002880956,0.00002008462,0.007037579],"genre_scores_gemma":[0.9928257,0.0007999942,0.00009204457,0.0006067988,0.00003621905,0.00001574562,0.001158036,0.00001181389,0.004453607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9990706,"threshold_uncertainty_score":0.1369724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048629572940419,"score_gpt":0.3967548518024148,"score_spread":0.3662685560730106,"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."}}