{"id":"W2168590528","doi":"10.1001/jamaoncol.2015.103","title":"Active Surveillance in Prostate Cancer","year":2015,"lang":"en","type":"letter","venue":"JAMA Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Cancer; Prostate cancer; Prostate; MEDLINE; Oncology; Gynecology; 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"],"consensus_categories":[],"category_scores_codex":[0.0002282947,0.0003399655,0.00107213,0.0002015247,0.00002191822,0.00001687617,0.0001164157,0.0008888603,0.0002881379],"category_scores_gemma":[0.0001017857,0.0002751761,0.0001120065,0.0002173852,0.0001190854,0.0000643446,0.00007334799,0.001838576,0.000113309],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004249178,"about_ca_system_score_gemma":0.002299871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687274,"about_ca_topic_score_gemma":0.001561663,"domain_scores_codex":[0.9979603,0.0001939501,0.0003696496,0.0005954436,0.0002998072,0.000580833],"domain_scores_gemma":[0.9987335,0.0002353956,0.000259929,0.0003685995,0.0002812716,0.0001212965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004988238,0.0001758392,0.02980117,0.0001682288,0.000186314,0.008413534,0.0004234067,0.000003163281,0.000006249537,0.000002558482,0.8843563,0.07596438],"study_design_scores_gemma":[0.004996223,0.001167926,0.03228728,0.000268877,0.00008298414,0.0001034198,0.00004257687,0.000006253748,0.00009264437,0.0001388878,0.9605783,0.0002346032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01839326,0.004500415,2.345673e-7,0.9588453,0.001165998,0.001393887,0.0005658274,0.00005068358,0.01508435],"genre_scores_gemma":[0.01068876,0.007160314,0.0001115217,0.9653203,0.004845358,0.002666139,0.001392994,0.0001026064,0.007711946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07622199,"threshold_uncertainty_score":0.99997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03339448822950584,"score_gpt":0.3451045770986814,"score_spread":0.3117100888691755,"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."}}