{"id":"W1510563711","doi":"10.1002/tre.407","title":"Interpretation of PSA levels after radical therapy for prostate cancer","year":2014,"lang":"en","type":"article","venue":"Trends in Urology & Men s Health","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Prostatectomy; Prostate cancer; Medicine; Brachytherapy; Interpretation (philosophy); Prostate-specific antigen; Radiation therapy; Urology; Prostate; Oncology; Cancer; Internal medicine; Computer science","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":[0.0003691978,0.0001235025,0.0004301438,0.000172613,0.00002326292,0.00000243505,0.00004302829,0.00007368413,0.0001562905],"category_scores_gemma":[0.00001434854,0.00009467576,0.0000654918,0.0001279192,0.00009033515,0.00003045899,0.00001001758,0.0001076333,0.000001759753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602207,"about_ca_system_score_gemma":0.0001650404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002766027,"about_ca_topic_score_gemma":0.0002851183,"domain_scores_codex":[0.9988561,0.0001083805,0.0003665905,0.0002677442,0.00009571321,0.0003054402],"domain_scores_gemma":[0.999432,0.0001077503,0.0001384853,0.0001775251,0.00004067452,0.0001035405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003546535,0.0003825395,0.140981,0.0001040718,0.00008576846,0.000003469668,0.00292252,0.00002919355,0.00005962576,0.0002209564,0.001597492,0.8500668],"study_design_scores_gemma":[0.01228837,0.009445509,0.9437118,0.0001410709,0.00006377867,0.000008888482,0.00003799097,0.003107686,0.0010645,0.0009237825,0.02906532,0.0001413183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489485,0.008063551,0.0005567943,0.040276,0.0002566368,0.0010141,0.0001434832,0.00003240705,0.0007085376],"genre_scores_gemma":[0.9913324,0.001474788,0.0005140789,0.005305846,0.00006861664,0.001069697,0.00005444284,0.00001865545,0.0001614539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8499255,"threshold_uncertainty_score":0.3860765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946626988203736,"score_gpt":0.374251221847705,"score_spread":0.3447849519656677,"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."}}