{"id":"W2409858378","doi":"","title":"Prostate-Specific Antigen (PSA)-Based Population Screening for Prostate Cancer: An Economic Analysis.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer screening; Prostate-specific antigen; Population; Prostate cancer; Prostate; Gynecology; Cancer; Demography; Gerontology; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01026253,0.001473982,0.002660936,0.007383683,0.0006292498,0.00207853,0.001087215,0.001129153,0.002754447],"category_scores_gemma":[0.02625211,0.0008602082,0.007538018,0.008618489,0.0005511133,0.0009529196,0.001209116,0.001287687,0.0001160226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05732423,"about_ca_system_score_gemma":0.03432604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4834538,"about_ca_topic_score_gemma":0.5888904,"domain_scores_codex":[0.993827,0.00369641,0.0004900542,0.0002032,0.001260281,0.0005230146],"domain_scores_gemma":[0.9913931,0.005312722,0.001178443,0.0001575629,0.001546211,0.0004120042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02755822,0.001797428,0.201338,0.2124043,0.1515383,0.002247915,0.001416588,0.1523625,0.001142848,0.01801742,0.02375939,0.2064171],"study_design_scores_gemma":[0.01567733,0.006831641,0.4021822,0.06022711,0.2777318,0.00201384,0.003098895,0.1715272,0.0007611549,0.01288764,0.04646648,0.0005946327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4656907,0.4572619,0.006343928,0.006512549,0.0003484542,0.01212282,0.03390966,0.00006416015,0.01774586],"genre_scores_gemma":[0.9109704,0.07465378,0.004571865,0.0007211692,0.00009086596,0.002452686,0.005652972,0.00001300464,0.0008732225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4834538,"threshold_uncertainty_score":0.9612795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07781413349307728,"score_gpt":0.3040582022496682,"score_spread":0.2262440687565909,"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."}}