{"id":"W4391134823","doi":"10.1001/jama.2023.26491","title":"Functional Outcomes After Localized Prostate Cancer Treatment","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"National Cancer Institute; National Center for Advancing Translational Sciences; Agency for Healthcare Research and Quality","keywords":"Medicine; Prostate cancer; Prostatectomy; Brachytherapy; Urology; Internal medicine; Androgen deprivation therapy; Sexual function; Oncology; Prostate-specific antigen; Radiation therapy; External beam radiotherapy; Prostate; Cancer; Management of prostate cancer; Watchful waiting; Gynecology","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":[0.001292383,0.0003203248,0.0005076027,0.0005893259,0.0003984681,0.0006225324,0.0005447725,0.0004368879,0.00142745],"category_scores_gemma":[0.007090746,0.00009705227,0.0007487041,0.001076804,0.0004450637,0.0005785713,0.0007584604,0.000826262,0.0001805709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007131375,"about_ca_system_score_gemma":0.0007077782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007904737,"about_ca_topic_score_gemma":0.009150787,"domain_scores_codex":[0.9986437,0.0005285233,0.0001103133,0.0002477453,0.0002711728,0.0001984694],"domain_scores_gemma":[0.9946662,0.0008118402,0.003209868,0.0001727029,0.0004224745,0.0007168736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001635511,0.00005248386,0.9912027,0.00007090706,0.0002145308,0.0000539873,0.00004093185,0.0002829113,0.00004788788,0.00004695027,0.0004730219,0.007350245],"study_design_scores_gemma":[0.000009042308,0.0001505668,0.9988219,0.00002240585,0.0000644198,0.0001323749,0.0000417056,0.000202656,0.0000427323,0.0000846952,0.0004203657,0.000007173952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860228,0.006627284,0.0004679049,0.001023193,0.00006931082,0.00002928698,0.003477625,0.00001955594,0.002262958],"genre_scores_gemma":[0.997615,0.0005098332,0.00007598144,0.00008844482,0.00004739359,0.00001114119,0.001494355,0.00000229388,0.0001555929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007904737,"threshold_uncertainty_score":0.01571745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214911745454541,"score_gpt":0.3016753812232427,"score_spread":0.2801842066777885,"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."}}