{"id":"W2318305838","doi":"10.1177/201010581202100203","title":"Pathological Outcome in Men with Prostate Cancer Suitable for Active Surveillance after Radical Prostatectomy","year":2012,"lang":"en","type":"article","venue":"Proceedings of Singapore Healthcare","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Stage (stratigraphy); Pathological; Watchful waiting; Cancer; Univariate analysis; Prostate; Internal medicine; Oncology; Gynecology; Multivariate analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004608981,0.00028519,0.0007198619,0.0001337049,0.00006995065,0.00001850358,0.00006807686,0.0001568824,0.00002288156],"category_scores_gemma":[0.00009245628,0.0001957624,0.00008265684,0.0003343548,0.0001568456,0.0002991271,0.00004127117,0.0003087546,0.000001511312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000561587,"about_ca_system_score_gemma":0.0001963596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000258881,"about_ca_topic_score_gemma":0.00004715459,"domain_scores_codex":[0.9978431,0.00001153219,0.0005140377,0.0004419083,0.0003311201,0.000858311],"domain_scores_gemma":[0.9986805,0.00007073442,0.0002696858,0.00009771364,0.0005377275,0.0003436443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005677196,0.0004819302,0.9831035,0.002429394,0.00004808136,0.00001517647,0.002483879,4.069524e-7,0.0003027919,0.0002974244,0.000212978,0.00494729],"study_design_scores_gemma":[0.004480159,0.001584621,0.9820154,0.0009613156,0.0000531321,0.00004529468,0.001329284,0.00001321572,0.007632116,0.0001678864,0.001470657,0.0002469747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862242,0.004747633,0.000001834223,0.004939768,0.00005883705,0.003314175,0.0002434005,0.00005713699,0.0004130073],"genre_scores_gemma":[0.993493,0.0005470307,0.001571007,0.0004143626,0.000129098,0.003624887,0.00003648936,0.00005143192,0.0001327289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007329324,"threshold_uncertainty_score":0.798296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280688839316371,"score_gpt":0.3324209160113458,"score_spread":0.2996140276181821,"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."}}