{"id":"W2142536161","doi":"10.1016/j.ijrobp.2004.03.004","title":"Intervention after PSA failure: Examination of intervention time and subsequent outcomes from a prospective patient database","year":2004,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"Abbott Laboratories","keywords":"Medicine; Prostate cancer; Prostate-specific antigen; Prostate; Proportional hazards model; Surgery; Survival analysis; Urology; Cancer; Internal medicine; Database","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":[0.00201247,0.0002849298,0.0006993225,0.001442954,0.000852574,0.001572154,0.001111133,0.0009117384,0.003134155],"category_scores_gemma":[0.01327082,0.0004582808,0.001047954,0.002839362,0.0004314661,0.001451425,0.001205342,0.001462677,0.0004120445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006830572,"about_ca_system_score_gemma":0.001465021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191117,"about_ca_topic_score_gemma":0.0121377,"domain_scores_codex":[0.9978243,0.0006375489,0.0003486178,0.0004779269,0.0003136745,0.0003979615],"domain_scores_gemma":[0.9827321,0.005614945,0.007368947,0.001257357,0.001102981,0.001923715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005266544,0.0001455643,0.9980835,0.00001289642,0.0001226513,0.0000328633,0.00007192106,0.00005092025,0.00004719812,0.00002621743,0.000147927,0.000731813],"study_design_scores_gemma":[0.00005436892,0.0003513855,0.9980483,0.00001058967,0.0001660756,0.0001915734,0.0003453543,0.0003965271,0.0001025057,0.00003675373,0.0002841551,0.00001249909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974824,0.0002248129,0.0001121589,0.00008394565,0.000007153312,0.00002360356,0.001608445,0.000006703254,0.0004509082],"genre_scores_gemma":[0.9971076,0.00008871104,0.00009729352,0.00006964271,0.00001007709,0.00002859366,0.002408472,0.000005612723,0.0001840354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01191117,"threshold_uncertainty_score":0.02368373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474102662211364,"score_gpt":0.3084598656293138,"score_spread":0.2937188390072002,"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."}}