{"id":"W2035828101","doi":"10.1016/s0090-4295(02)01526-1","title":"Utility of PSA doubling time in follow-up of untreated patients with localized prostate cancer","year":2002,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prostate cancer; Biopsy; Doubling time; Prostate; Prostate-specific antigen; Cancer; Urology; Surgery; Localized disease; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005055628,0.0001125264,0.0004172434,0.0000952982,0.00001070443,0.000001285208,0.00003795341,0.00006548298,0.0009632667],"category_scores_gemma":[0.00002232355,0.00007978187,0.0000395844,0.0002163103,0.0001114018,0.00002983851,0.00001794052,0.00007390869,0.000008559176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003732593,"about_ca_system_score_gemma":0.00004446675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005606523,"about_ca_topic_score_gemma":0.0002178548,"domain_scores_codex":[0.9991447,0.00003919576,0.0002806054,0.0002101353,0.0001228021,0.0002025124],"domain_scores_gemma":[0.9994397,0.00004417924,0.0001315407,0.0001909904,0.0001385152,0.00005508462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002542471,0.0007572554,0.9881631,0.00006316705,0.0001350647,0.00001838851,0.0004688711,0.00005879667,0.00008196935,0.000009353336,0.000322558,0.007379031],"study_design_scores_gemma":[0.05004077,0.005165135,0.9257387,0.0001957553,0.0004456277,0.00000404504,0.00002274319,0.004722636,0.009787868,0.00007285667,0.003611302,0.0001925867],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971447,0.0009621472,0.000004432216,0.000485071,0.0000498947,0.000566326,0.0000715238,0.00001332895,0.0007025892],"genre_scores_gemma":[0.9992453,0.0002165851,0.00004324588,0.0001494528,0.000006601334,0.00005948223,0.00004679428,0.00001215412,0.0002203726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0624244,"threshold_uncertainty_score":0.99995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539676783176597,"score_gpt":0.2485688043330449,"score_spread":0.2331720365012789,"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."}}