{"id":"W2145702507","doi":"10.1111/j.1442-2042.2008.02122.x","title":"Prostate specific antigen (PSA)‐based screening","year":2008,"lang":"en","type":"letter","venue":"International Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Prostate cancer screening; Lower urinary tract symptoms; Prostate-specific antigen; Gynecology; Prostate; Population; Urology; Cancer; Oncology; Family medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001401554,0.0002589888,0.0005868183,0.0005619104,0.00003458404,0.00003038216,0.0003299671,0.0003462336,0.0004112968],"category_scores_gemma":[0.00005103335,0.0002075166,0.0003900257,0.00006955543,0.0001338268,0.00007791821,0.00004333179,0.001350054,0.00004253918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002326118,"about_ca_system_score_gemma":0.0003946466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001429452,"about_ca_topic_score_gemma":8.694846e-7,"domain_scores_codex":[0.9978896,0.00007405232,0.0006995731,0.0002494594,0.0008017236,0.0002856241],"domain_scores_gemma":[0.9978197,0.0001737824,0.0008171459,0.0001856758,0.0009071422,0.00009662061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001011437,0.0001627481,0.01165328,0.00001810863,0.001190043,0.04813907,0.00006354977,0.00009163543,0.0001098687,0.000006139529,0.926352,0.01120213],"study_design_scores_gemma":[0.003079457,0.00157846,0.009283607,0.0001749365,0.0001307108,0.005277285,0.000003164671,0.00003663113,0.0003707378,0.00006872034,0.9798559,0.0001404079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01327152,0.005377982,0.0008845045,0.9759779,0.003108803,0.0002770851,0.000119915,0.00001995082,0.0009623404],"genre_scores_gemma":[0.08530948,0.01058608,0.003723626,0.8847307,0.01429672,0.00002174254,0.0005633575,0.00009702823,0.0006712867],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09124721,"threshold_uncertainty_score":0.8462282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03516937517056096,"score_gpt":0.2968825421883396,"score_spread":0.2617131670177786,"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."}}