{"id":"W2944416865","doi":"10.1016/j.ijrobp.2019.04.035","title":"Taking Stock: The Canadian Association of Radiation Oncology 2017 Radiation Oncologist Workforce Study","year":2019,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care South East; St. John’s Health Sciences Centre; Université Laval; Centre Hospitalier de l’Université de Montréal; BC Cancer Agency; Centre hospitalier universitaire de Québec; Alberta Cancer Foundation","funders":"Canadian Association of Radiation Oncology","keywords":"Workload; Staffing; Workforce; Medicine; Demographics; Radiation oncologist; Radiation oncology; Family medicine; Demography; Internal medicine; Radiation therapy; Nursing; Management; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006000219,0.0003438281,0.0007011453,0.003652673,0.003391809,0.002487118,0.002326095,0.001967419,0.01862402],"category_scores_gemma":[0.02599903,0.0004726789,0.0006078638,0.008197492,0.0006969851,0.001178448,0.00208976,0.002541575,0.002102733],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03025079,"about_ca_system_score_gemma":0.21075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9578319,"about_ca_topic_score_gemma":0.978191,"domain_scores_codex":[0.9957022,0.0002675479,0.0002328581,0.0001723647,0.002591708,0.001033286],"domain_scores_gemma":[0.9578239,0.00248651,0.00179269,0.00109619,0.0251712,0.01162958],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009161805,0.00009955882,0.07091119,0.0001449938,0.00005143906,0.00004294338,0.0002336245,0.00007533852,0.00002690172,0.001129252,0.9000862,0.02710693],"study_design_scores_gemma":[0.0002142271,0.00005600811,0.5419452,0.001845107,0.000127922,0.00006513533,0.003305525,0.0003562774,0.00009592634,0.001048007,0.4508524,0.00008837409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1227995,0.02281106,0.0006598593,0.4201887,0.02728007,0.001482025,0.2610864,0.0002065109,0.1434859],"genre_scores_gemma":[0.5846781,0.0372679,0.002797333,0.07227876,0.008507461,0.002290358,0.1483861,0.000329807,0.1434642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9939998,"threshold_uncertainty_score":0.2194859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936804223766439,"score_gpt":0.4036968071522391,"score_spread":0.3743287649145747,"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."}}