{"id":"W4249874770","doi":"10.1002/9781118868126.ch7","title":"Active Surveillance for Low‐Risk Prostate Cancer","year":2017,"lang":"en","type":"other","venue":"","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Conservative management; Disease; Magnetic resonance imaging; Watchful waiting; Intensive care medicine; Cancer; Biomarker; Conservative treatment; Risk assessment; Internal medicine; Oncology; Surgery; Radiology","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":[0.0004277272,0.0001522223,0.0001595998,0.0007568222,0.0002165009,0.0004471922,0.0002996952,0.0001885269,0.0118417],"category_scores_gemma":[0.001174115,0.00004091791,0.0002037799,0.000559232,0.0002153663,0.0003198128,0.000400791,0.0003959158,0.002239065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002802495,"about_ca_system_score_gemma":0.000623503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227571,"about_ca_topic_score_gemma":0.00365232,"domain_scores_codex":[0.9998412,0.00005438842,0.00001087432,0.0000160741,0.00005241158,0.00002501465],"domain_scores_gemma":[0.9995332,0.00009755569,0.000104511,0.00004642235,0.00007203919,0.0001463213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003141841,0.0002334988,0.02984329,0.0007250143,0.0000432083,0.0004727462,0.00007178854,0.0001146518,0.00129014,0.003691391,0.0504784,0.9127217],"study_design_scores_gemma":[0.0002342721,0.0009065525,0.1512863,0.002235765,0.0001550918,0.010573,0.0002267389,0.0007813697,0.003197162,0.01137783,0.8189924,0.00003368351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1406992,0.2216406,0.007448565,0.01313565,0.001294201,0.0004180243,0.003536719,0.0005146948,0.6113124],"genre_scores_gemma":[0.7762452,0.1267183,0.006720527,0.005074318,0.003124612,0.000139049,0.005799445,0.0001373113,0.07604121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0118417,"threshold_uncertainty_score":0.03961438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591896998058346,"score_gpt":0.3751278875982784,"score_spread":0.3492089176176949,"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."}}