{"id":"W2765279145","doi":"10.1016/j.clon.2017.10.009","title":"Variation in Radiotherapy Referral and Treatment for High-risk Pathological Features after Radical Prostatectomy: Results from a Population-based Study","year":2017,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"Government of Ontario; Radiation Oncology Institute; Canadian Association of Radiation Oncology","keywords":"Medicine; Prostatectomy; Referral; Radiation therapy; Pathological; Population; Variation (astronomy); Prostate cancer; Oncology; General surgery; Internal medicine; Cancer; Family medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001895283,0.0004196977,0.0007787113,0.001337681,0.0008878502,0.001271655,0.001273501,0.001240759,0.001798162],"category_scores_gemma":[0.005827032,0.0007194754,0.001359053,0.003038455,0.0008271068,0.001081604,0.001148051,0.0008980772,0.0003247178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000871352,"about_ca_system_score_gemma":0.0005209163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02002233,"about_ca_topic_score_gemma":0.02262903,"domain_scores_codex":[0.9960346,0.001407406,0.0004156431,0.001314276,0.0004662653,0.0003617952],"domain_scores_gemma":[0.9956949,0.001176945,0.001415652,0.0005994269,0.00054756,0.0005654432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001299715,0.00005247673,0.9983631,0.000008012662,0.0002490855,0.00005423757,0.0002751866,0.00003895447,0.0001684324,0.00001802872,0.0000894989,0.0005530427],"study_design_scores_gemma":[0.000006094617,0.00005642922,0.9993229,0.000002569388,0.00004771625,0.00009505016,0.0002962991,0.00007553073,0.00001681767,0.00001325132,0.00006220074,0.000005219111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986852,0.0002119825,0.0002042375,0.00005113842,0.00001049103,0.0000120908,0.0004357657,0.00000585658,0.0003832426],"genre_scores_gemma":[0.9994223,0.00005337556,0.00006389515,0.00003381941,0.000007507685,0.000008312436,0.0003198169,0.000005964212,0.00008497919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02002233,"threshold_uncertainty_score":0.03981155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08933201074278023,"score_gpt":0.4367854875552373,"score_spread":0.3474534768124571,"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."}}