{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007429539,0.0001977022,0.0008575516,0.00005345892,0.0001419064,0.00003855355,0.00007380952,0.0003426212,0.00002004743],"category_scores_gemma":[0.001332132,0.0001293588,0.0001239425,0.00002958587,0.0001314625,0.00005206894,0.00002671614,0.0002346485,0.000002514149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005578368,"about_ca_system_score_gemma":0.0002236899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002978743,"about_ca_topic_score_gemma":0.00343558,"domain_scores_codex":[0.9978284,0.0003793238,0.0007468273,0.0006950571,0.0001138639,0.000236483],"domain_scores_gemma":[0.9970273,0.001827086,0.0004065415,0.0005155627,0.00005043442,0.0001730404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02218661,0.004833508,0.8792011,0.000004280745,0.0001689919,0.0003172263,0.0003012667,0.000005212729,0.000006105505,0.00002622751,0.00006120904,0.09288834],"study_design_scores_gemma":[0.05544589,0.02425217,0.9178751,0.0000382708,0.0002901831,0.000002077282,0.00002375425,0.0001644189,0.000008927512,0.0007168728,0.001068584,0.0001137779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897659,0.0003325462,0.00004344017,0.006294766,0.0003945942,0.002784249,0.0003340814,0.0000302636,0.00002012584],"genre_scores_gemma":[0.9909807,0.0005452092,0.005727606,0.0006306833,0.0004664905,0.001291284,0.0002889269,0.00001858962,0.00005047736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09277456,"threshold_uncertainty_score":0.5275097,"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."}}