{"id":"W2953174944","doi":"10.5489/cuaj.6122","title":"A novel predictor of clinical progression in patients on active surveillance for prostate cancer","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Receiver operating characteristic; Internal medicine; Proportional hazards model; Biopsy; Urology; Cancer; Area under the curve; Oncology; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005674917,0.0003374789,0.0003024035,0.0006868725,0.0002873156,0.0007731064,0.0003325247,0.0003887565,0.001455588],"category_scores_gemma":[0.003050576,0.0001468536,0.0004072127,0.0008690946,0.0002204468,0.0004647913,0.0004508134,0.0007305462,0.0002009743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002859996,"about_ca_system_score_gemma":0.0003941179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001976619,"about_ca_topic_score_gemma":0.003407444,"domain_scores_codex":[0.9997469,0.00007167333,0.00002377502,0.00005535043,0.00006649092,0.00003589449],"domain_scores_gemma":[0.9974797,0.0005499181,0.001275753,0.00007088808,0.0002782271,0.0003455037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001782472,0.00001806672,0.9967211,0.00001678587,0.00003450108,0.00002314798,0.0000135936,0.00009523593,0.0001117736,0.00001173219,0.0001053462,0.002670572],"study_design_scores_gemma":[0.00001823295,0.0002789553,0.9968072,0.00002219645,0.00009369084,0.0004079356,0.00009128374,0.001632966,0.0001326049,0.00007847859,0.0004290784,0.000007427932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971604,0.001177261,0.0003328568,0.0001076303,0.00001714817,0.00001139649,0.0004078998,0.00001297409,0.0007724635],"genre_scores_gemma":[0.9991676,0.0001314881,0.0002134559,0.00001752925,0.00001833315,0.000005750277,0.0003274198,0.000001731678,0.0001166871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001976619,"threshold_uncertainty_score":0.004869401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02409067706822507,"score_gpt":0.3221791508539675,"score_spread":0.2980884737857424,"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."}}