{"id":"W2801019624","doi":"10.1016/j.brachy.2018.03.003","title":"Moving toward uniform and evidence-based practice of radiotherapy for management of cervical cancer in Ontario, Canada","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; Trillium Health Centre; Western University; McMaster University; London Health Sciences Centre; Cancer Care Ontario; Queen's University; Kingston General Hospital; Princess Margaret Cancer Centre; University of Toronto","funders":"Cancer Care Ontario; Canadian Association of Radiation Oncology","keywords":"Medicine; Cervical cancer; Brachytherapy; External beam radiotherapy; Radiation therapy; Quality assurance; Radiation oncology; Radiation treatment planning; Medical physics; Family medicine; Cancer; Radiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.01603132,0.0002902112,0.0006295482,0.002693579,0.005876239,0.005628034,0.004587721,0.001987164,0.004257163],"category_scores_gemma":[0.05759501,0.0007033505,0.0007801783,0.005556039,0.003131991,0.001732617,0.003214742,0.003599826,0.0002479342],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2162877,"about_ca_system_score_gemma":0.5603352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940294,"about_ca_topic_score_gemma":0.997458,"domain_scores_codex":[0.9797623,0.004845486,0.002605748,0.001302801,0.008699847,0.002783918],"domain_scores_gemma":[0.908685,0.01066377,0.01041516,0.002170635,0.05222923,0.01583616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005384358,0.0004297261,0.3598195,0.006745179,0.0005610397,0.00121509,0.01570746,0.007496959,0.003127052,0.03847245,0.2044095,0.3614775],"study_design_scores_gemma":[0.0003331119,0.0002237743,0.7260311,0.009443663,0.0002499947,0.0004955804,0.00996113,0.004721993,0.001063179,0.004462088,0.2427501,0.0002641614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1901941,0.06591037,0.009392848,0.6512094,0.002362465,0.00154112,0.004867058,0.0002920832,0.0742306],"genre_scores_gemma":[0.8889363,0.03496373,0.02670068,0.03840083,0.0005515754,0.0005371898,0.001660638,0.0001479511,0.008101061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2162877,"threshold_uncertainty_score":0.9089952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971411037965012,"score_gpt":0.3288309857816565,"score_spread":0.2891168754020064,"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."}}