{"id":"W4210497153","doi":"10.1016/j.adro.2022.100915","title":"Employment Outcomes for Canadian Radiation Oncology Graduates: 2020 Assessment and Longitudinal Trends","year":2022,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care South East; Princess Margaret Cancer Centre; Centre hospitalier universitaire de Québec; Saint John Regional Hospital; St. John’s Health Sciences Centre; Université Laval; Dalhousie University","funders":"","keywords":"Workforce; Medicine; Radiation oncology; Family medicine; Medical education; Internal medicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001801539,0.0002947654,0.0002379717,0.002402641,0.001798166,0.0009111722,0.001281902,0.0004887899,0.001553646],"category_scores_gemma":[0.003106157,0.0002164836,0.0003803667,0.003657974,0.0004638152,0.0006361927,0.001079319,0.0007616016,0.0003911938],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01634295,"about_ca_system_score_gemma":0.0238359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968418,"about_ca_topic_score_gemma":0.980166,"domain_scores_codex":[0.9988445,0.00004577999,0.00004753058,0.0001111205,0.0006102879,0.0003408483],"domain_scores_gemma":[0.9962075,0.00008719589,0.0005905562,0.00005526505,0.002380878,0.0006786453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003881612,0.00003327187,0.9884011,0.00004142659,0.00002188834,0.00003028815,0.0008142333,0.00005377595,0.0000973674,0.00002805462,0.001318377,0.009121455],"study_design_scores_gemma":[0.000001295855,0.00002214896,0.9977301,0.00002319266,0.000005774948,0.00002398149,0.001043372,0.00008908055,0.00004215293,0.000004777516,0.001009445,0.000004760987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877176,0.0008525146,0.0001505648,0.0006247563,0.00002175562,0.00006334837,0.007128946,0.00002995937,0.003410455],"genre_scores_gemma":[0.9934007,0.0007836632,0.0003162861,0.0001210391,0.000008911388,0.0000490895,0.004288655,0.000007647976,0.001023997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9836571,"threshold_uncertainty_score":0.118577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482796042209494,"score_gpt":0.4481241102895018,"score_spread":0.4232961498674069,"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."}}