{"id":"W4394013257","doi":"10.1001/jama.2024.3841","title":"Prostate Cancer Screening With PSA, Kallikrein Panel, and MRI","year":2024,"lang":"en","type":"letter","venue":"JAMA","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Prostate; Cancer; Prostate-specific antigen; Kallikrein; Oncology; Randomized controlled trial; Internal medicine; Urology; 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":[0.004664644,0.0004522792,0.0007068426,0.0004512265,0.0003175418,0.0004085659,0.0004094515,0.0005727846,0.002879769],"category_scores_gemma":[0.005113016,0.0002465072,0.0007005789,0.0006890827,0.0005075001,0.0004883992,0.0003889609,0.0003740967,0.000228413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002508529,"about_ca_system_score_gemma":0.001091093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00128143,"about_ca_topic_score_gemma":0.002277656,"domain_scores_codex":[0.9972414,0.001518828,0.0002193685,0.0002917699,0.0006078252,0.0001208222],"domain_scores_gemma":[0.9981709,0.000551704,0.0007414641,0.0001204158,0.0001432655,0.0002723503],"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":[0.08621364,0.004450594,0.8019651,0.002526036,0.002642186,0.0001127796,0.0002225224,0.0007367944,0.002694197,0.0003144259,0.001705797,0.09641594],"study_design_scores_gemma":[0.01447442,0.04472573,0.9311416,0.0003866767,0.002595985,0.0004887163,0.0001262392,0.0007601143,0.001608244,0.0004258742,0.003231972,0.00003441808],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9879826,0.00535627,0.0009471448,0.0002964661,0.00009630198,0.001357083,0.001119397,0.00001843821,0.002826331],"genre_scores_gemma":[0.9957609,0.00101216,0.001109659,0.0001689677,0.0001065762,0.0006651462,0.0006041193,0.000001549841,0.0005710107],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004664644,"threshold_uncertainty_score":0.02466929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0261314852566597,"score_gpt":0.2744134960296447,"score_spread":0.248282010772985,"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."}}