{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009497225,0.0002425898,0.0006053696,0.0002941815,0.0001400753,0.00002770721,0.0002474678,0.0005195672,0.00003935541],"category_scores_gemma":[0.000946543,0.0002138368,0.0001387735,0.0001929475,0.0002818449,0.0003789811,0.00002347125,0.000475272,0.00001091058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791412,"about_ca_system_score_gemma":0.002594559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004349334,"about_ca_topic_score_gemma":0.0008147984,"domain_scores_codex":[0.9980565,0.0002709475,0.000826798,0.0002861669,0.0002171053,0.0003425145],"domain_scores_gemma":[0.996188,0.0008212029,0.001055361,0.000136131,0.001369424,0.0004298174],"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":[0.002859533,0.0003907648,0.1534903,0.000008608629,0.0008491382,0.00005383868,0.001225368,0.001430836,0.001112474,0.02097636,0.01567569,0.8019271],"study_design_scores_gemma":[0.01902521,0.00689704,0.01286401,0.00005998967,0.0003355888,0.0009038087,0.0003857018,0.00667167,0.002731531,0.04819363,0.9015555,0.0003763277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7615094,0.01276334,0.1253606,0.07506238,0.02054808,0.001870938,0.0002852295,0.0001269584,0.00247309],"genre_scores_gemma":[0.9484141,0.01411495,0.02353102,0.006148356,0.006843275,0.00005734841,0.0006236417,0.00005044729,0.0002168776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8858798,"threshold_uncertainty_score":0.8720012,"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."}}