{"id":"W2235012536","doi":"10.1200/jop.2015.006882","title":"ReCAP: Improving the Quality of Radiation Treatment for Patients in Ontario: Increasing Peer Review Activities on a Jurisdictional Level Using a Change Management Approach","year":2016,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Regional Municipality of Durham; Princess Margaret Cancer Centre; Kingston General Hospital; Cancer Care Ontario; Queen's University","funders":"","keywords":"Medicine; Radiation oncologist; Multidisciplinary approach; Radiation oncology; Medical education; Peer review; Quality management; Radiation therapy; Operations management; Management system; Surgery","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":[0.0300177,0.0005177006,0.000444269,0.00139931,0.006310019,0.003978839,0.003622806,0.001125505,0.009217666],"category_scores_gemma":[0.06035362,0.0004350381,0.000965496,0.001466422,0.002731974,0.00285764,0.006102173,0.001540086,0.001418577],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05288066,"about_ca_system_score_gemma":0.1803255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4246245,"about_ca_topic_score_gemma":0.7288828,"domain_scores_codex":[0.9734919,0.01094825,0.002131441,0.001283029,0.009590401,0.00255491],"domain_scores_gemma":[0.9342036,0.01033421,0.01050598,0.003965376,0.02399857,0.01699225],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005862692,0.001127647,0.181568,0.007103626,0.0002643552,0.0004730028,0.02918253,0.001205352,0.002805609,0.004092664,0.279102,0.4924889],"study_design_scores_gemma":[0.001011209,0.002425958,0.5901551,0.00283411,0.0005481113,0.0004074637,0.03574865,0.002771409,0.003513168,0.002432527,0.3578935,0.0002588002],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4026699,0.003942259,0.02300102,0.3338069,0.002206896,0.04609556,0.007939652,0.002531864,0.177806],"genre_scores_gemma":[0.8765551,0.0029383,0.06450322,0.01436187,0.0009000961,0.01433475,0.001993531,0.0001949405,0.02421816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9699823,"threshold_uncertainty_score":0.8443058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1934739614460223,"score_gpt":0.4740069147601705,"score_spread":0.2805329533141483,"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."}}