{"id":"W2041365664","doi":"10.1200/jco.2005.03.3134","title":"Active Surveillance for Prostate Cancer: For Whom?","year":2005,"lang":"en","type":"review","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":353,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Watchful waiting; Prostate cancer; Prostate-specific antigen; Prostate; Cancer; Oncology; Internal medicine; Prostatectomy; Disease; Gynecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002484717,0.0003623574,0.007682655,0.0001333506,0.00006399219,0.0000162728,0.0001976137,0.0007760638,0.00005102603],"category_scores_gemma":[0.002238609,0.0002212361,0.00309168,0.0001142922,0.0001711914,0.00007123761,0.00003441329,0.0008786974,0.000006531325],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096606,"about_ca_system_score_gemma":0.01143167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009285766,"about_ca_topic_score_gemma":0.00008694825,"domain_scores_codex":[0.9949183,0.0002742855,0.003805651,0.0003743859,0.0002308936,0.0003965001],"domain_scores_gemma":[0.9847476,0.007926314,0.005653591,0.0002284366,0.001010618,0.0004333732],"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":[0.002615861,0.001147955,0.0003072344,0.004420368,0.002406792,0.00006916852,0.00002496292,0.000001146108,2.825929e-8,0.00002506758,0.02517023,0.9638112],"study_design_scores_gemma":[0.008655207,0.01725012,0.0004709672,0.00658836,0.0043358,0.0001415047,0.00001017498,0.00000397932,9.728751e-7,0.00008824951,0.9622732,0.0001814016],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006215384,0.9877548,0.00004875484,0.005010255,0.002828605,0.003411958,0.0006763155,0.00000874421,0.0001984764],"genre_scores_gemma":[0.0000313176,0.9872494,0.003052993,0.0009190284,0.006822455,0.001039712,0.00007480644,0.00006932303,0.0007409301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9636298,"threshold_uncertainty_score":0.9941726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2759594971584319,"score_gpt":0.5825686908229413,"score_spread":0.3066091936645093,"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."}}