{"id":"W4322617782","doi":"10.1002/pros.24501","title":"Mass spectrometry redefines optimal testosterone thresholds in prostate cancer patients undergoing androgen deprivation therapy","year":2023,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"Fonds de Recherche du Québec - Santé; Sanofi Genzyme; Centre Hospitalier Universitaire de Québec; Université Laval","keywords":"Testosterone (patch); Prostate cancer; Medicine; Androgen deprivation therapy; Castration; Hazard ratio; Internal medicine; Urology; Androgen; Proportional hazards model; Prostate; Endocrinology; Confidence interval; Cancer; Oncology; Hormone","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000399105,0.0002258449,0.0002710438,0.0003177192,0.0001752713,0.00006249749,0.0001498164,0.00005569762,0.00005915862],"category_scores_gemma":[0.00005534081,0.0001398959,0.00006194744,0.0013104,0.0001206488,0.0001660763,0.00009585121,0.0002702678,0.00007967056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002645628,"about_ca_system_score_gemma":0.0002245451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241284,"about_ca_topic_score_gemma":0.00006504411,"domain_scores_codex":[0.998137,0.00006815637,0.0003108149,0.0003767893,0.000470163,0.000637062],"domain_scores_gemma":[0.9992477,0.0001119541,0.00009756722,0.0003286283,0.0001175463,0.00009660904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001904505,0.0001935477,0.9659814,0.0001091385,0.0001349878,0.00008549177,0.002428288,0.0002664072,0.0179697,0.00003982519,0.0007583481,0.01012835],"study_design_scores_gemma":[0.01793227,0.00210266,0.915442,0.0005275247,0.00006410463,0.00001713493,0.0007483019,0.001168186,0.05716488,0.003047507,0.001312031,0.000473359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883788,0.001669274,0.000005088144,0.007162241,0.0001331463,0.001849741,0.00005595204,0.0001538397,0.0005918696],"genre_scores_gemma":[0.9847333,0.01072646,0.0001858748,0.0002473218,0.00008067281,0.0004287091,0.0002342186,0.00005940646,0.003304067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05053937,"threshold_uncertainty_score":0.5704788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03527539212109228,"score_gpt":0.3153372744455749,"score_spread":0.2800618823244826,"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."}}