{"id":"W2605422356","doi":"10.5489/cuaj.4182","title":"What false-negative rates of non-invasive testing are active surveillance patients and uro-oncologists willing to accept in order to avoid prostate biopsy?","year":2017,"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":"Health Sciences Centre; Sunnybrook Health Science Centre; Acadia University; Western University; University Health Network; University of Toronto; McGill University","funders":"","keywords":"Medicine; Test (biology); Prostate cancer; Biopsy; Demographics; Cancer; Emergency medicine; Internal medicine; Demography","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":[0.01490855,0.0002481002,0.0003346797,0.0005643186,0.0002991539,0.001295412,0.000829526,0.0009882593,0.003069671],"category_scores_gemma":[0.07501052,0.0002037311,0.0005271522,0.000496602,0.0007649288,0.0009915181,0.0004930687,0.0006115658,0.0004745529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004419018,"about_ca_system_score_gemma":0.0004970438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121589,"about_ca_topic_score_gemma":0.001075301,"domain_scores_codex":[0.9852945,0.008269512,0.001525066,0.0008071222,0.003624018,0.0004798162],"domain_scores_gemma":[0.8852456,0.07106619,0.03447067,0.002588588,0.005038538,0.001590554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002301072,0.00007140595,0.9782963,0.0001261375,0.00006488893,0.00009040359,0.0007306657,0.0001346568,0.000254193,0.0001026212,0.0007175882,0.0191811],"study_design_scores_gemma":[0.00002764719,0.0006450941,0.9903843,0.0002584652,0.0001063646,0.001880323,0.002264149,0.00126632,0.001124892,0.0004187482,0.001598152,0.00002557405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919843,0.001461809,0.001366224,0.002272273,0.00005435033,0.00003942552,0.0001976832,0.00002360352,0.002600233],"genre_scores_gemma":[0.9984787,0.0002539398,0.0005704613,0.0004257131,0.00003996636,0.00001462296,0.00008089373,0.000003617745,0.0001321424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01490855,"threshold_uncertainty_score":0.0788449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02580386994864517,"score_gpt":0.2915992640187053,"score_spread":0.2657953940700601,"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."}}