{"id":"W4410411279","doi":"10.1097/mou.0000000000001305","title":"Recent advancements in personalized management of prostate cancer biochemical recurrence after radical prostatectomy","year":2025,"lang":"en","type":"article","venue":"Current Opinion in Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Biochemical recurrence; Androgen deprivation therapy; Radiation therapy; breakpoint cluster region; Management of prostate cancer; Oncology; Salvage therapy; Cancer; Urology; Internal medicine; Chemotherapy","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":[0.00016341,0.0002057802,0.0004295792,0.0002880645,0.0000147682,0.000004837438,0.00009632855,0.00008207412,0.0001751799],"category_scores_gemma":[0.00002201986,0.0001823953,0.00006336119,0.0005901827,0.0002095322,0.00004539396,0.0001120706,0.0002711901,0.000005301253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000379328,"about_ca_system_score_gemma":0.0001725575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001254535,"about_ca_topic_score_gemma":0.000003033675,"domain_scores_codex":[0.9982452,0.00007814683,0.0005606429,0.0005195171,0.0002012748,0.0003951941],"domain_scores_gemma":[0.9994675,0.0000398819,0.0001063708,0.0002323655,0.00007447981,0.00007939992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005062973,0.002346542,0.6922472,0.002755077,0.0001377057,0.00003638426,0.0003887584,0.00002217261,0.00008324356,0.001319531,0.002122293,0.2934782],"study_design_scores_gemma":[0.02355286,0.0008038179,0.4486699,0.00732578,0.0001351128,0.000007121464,0.0001226172,0.0002250899,0.002246971,0.001370432,0.515178,0.0003623166],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7774901,0.2086796,0.00006448882,0.006010766,0.004018479,0.00323972,0.0001047131,0.00003073429,0.000361388],"genre_scores_gemma":[0.749947,0.2454439,0.0002515131,0.0002066122,0.00004563116,0.003873129,0.0001532806,0.00001528961,0.00006371026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130557,"threshold_uncertainty_score":0.7437866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02893993989562986,"score_gpt":0.3700576350418994,"score_spread":0.3411176951462696,"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."}}