{"id":"W2007072795","doi":"10.1016/j.ijrobp.2009.01.013","title":"A Statistical Evaluation of Rules for Biochemical Failure After Radiotherapy in Men Treated for Prostate Cancer","year":2009,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Nadir; Medicine; Prostate cancer; Prostate-specific antigen; Population; Radiation therapy; Gold standard (test); Cohort; Cancer; Urology; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0657766,0.000784675,0.002241715,0.004123788,0.00129437,0.002892166,0.002739507,0.002264393,0.001321679],"category_scores_gemma":[0.2311599,0.0005305692,0.003555824,0.002466716,0.00184482,0.002062195,0.001169705,0.001699156,0.0001709844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009953694,"about_ca_system_score_gemma":0.002149233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003717736,"about_ca_topic_score_gemma":0.003511392,"domain_scores_codex":[0.9539853,0.02578977,0.006285824,0.004129844,0.008816704,0.0009925804],"domain_scores_gemma":[0.2713678,0.696772,0.01266201,0.008911368,0.007785159,0.00250162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0125075,0.0004255213,0.9121931,0.0003582104,0.003360964,0.0002955043,0.0002847781,0.02112038,0.0004949764,0.0006322177,0.001448848,0.04687789],"study_design_scores_gemma":[0.00163413,0.009250761,0.5452261,0.0002538991,0.005627687,0.002494218,0.0009751881,0.4229575,0.00308349,0.006176312,0.002082489,0.0002381794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800695,0.001229172,0.01558944,0.0002537976,0.0001461994,0.0002770878,0.001435959,0.0002434896,0.0007553405],"genre_scores_gemma":[0.9908847,0.000105621,0.006963497,0.00006553489,0.00007674829,0.00007792404,0.001660181,0.00002935811,0.0001364733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0657766,"threshold_uncertainty_score":0.3478641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391438126702936,"score_gpt":0.384081389959702,"score_spread":0.3601670086926727,"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."}}