{"id":"W1864240211","doi":"10.1002/jso.23584","title":"Active surveillance for clinically localized prostate cancer––A systematic review","year":2014,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"IMK Almene Fond","keywords":"Medicine; Prostate cancer; Observational study; Selection (genetic algorithm); Intensive care medicine; Cancer; Watchful waiting; Medical physics; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.003236374,0.0005341952,0.01469951,0.0001593657,0.0000495738,0.00001601166,0.0002840846,0.0005109804,0.0001177468],"category_scores_gemma":[0.0008990206,0.0002914664,0.002833846,0.0002708752,0.0001403697,0.00005133565,0.00005481879,0.0008209707,0.00002571722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536608,"about_ca_system_score_gemma":0.003023436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004757165,"about_ca_topic_score_gemma":0.000004374314,"domain_scores_codex":[0.9931396,0.001111073,0.00445816,0.0004028096,0.0004438853,0.0004444792],"domain_scores_gemma":[0.9867043,0.005255248,0.006163849,0.0003869314,0.001015789,0.0004739136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004901417,0.0003466508,0.000007418547,0.5851117,0.001650177,0.0006336498,0.000008645243,2.291406e-7,9.972121e-9,0.00002093244,0.003960657,0.4077698],"study_design_scores_gemma":[0.002405564,0.003323794,7.006727e-7,0.4133994,0.008382242,0.001560385,0.000002838367,9.987297e-7,1.342132e-7,0.00001407106,0.5707679,0.0001419864],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001184183,0.9892236,0.00002581671,0.002883587,0.0008884704,0.006365839,0.0001555264,0.00001390767,0.0004420624],"genre_scores_gemma":[0.000003733362,0.9957697,0.0003238718,0.0009202826,0.0008169939,0.001692866,0.00006521347,0.00007014963,0.0003371858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5668073,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06881157155830897,"score_gpt":0.4527867801497532,"score_spread":0.3839752085914442,"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."}}