{"id":"W2148935883","doi":"10.1038/aja.2013.70","title":"PSA screening for prostate cancer: why so much controversy?","year":2013,"lang":"en","type":"article","venue":"Asian Journal of Andrology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Stage (stratigraphy); Oncology; Cancer; Randomized controlled trial; Internal medicine; Prostate-specific antigen; Gynecology; Confidence interval; Prostate cancer screening; Clinical trial; Cancer screening","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001342854,0.0001204211,0.0004326896,0.00009674742,0.00007454992,0.00002620497,0.00006421419,0.00006757046,0.0002837244],"category_scores_gemma":[0.00004405112,0.00008633366,0.0001655729,0.00005706089,0.0000828618,0.0001342971,0.00001158329,0.0001493927,0.000006977916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006648746,"about_ca_system_score_gemma":0.0001780259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000987725,"about_ca_topic_score_gemma":0.00002928354,"domain_scores_codex":[0.9990941,0.00002738351,0.000346464,0.0001270294,0.0001125249,0.0002924962],"domain_scores_gemma":[0.9990257,0.00006174151,0.0002856492,0.0001006649,0.0003246426,0.0002016277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002806125,0.0004198627,0.2221094,0.0001343533,0.001687529,0.0003866031,0.001656969,0.00003363078,0.002259418,0.00044959,0.1685395,0.599517],"study_design_scores_gemma":[0.05487081,0.03076103,0.1607416,0.0008551304,0.001854561,0.003452603,0.002049085,0.0004769007,0.01195091,0.006803295,0.7256281,0.0005559156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7725998,0.01119598,0.003993887,0.2077973,0.001035858,0.001843817,0.00007879797,0.00002540585,0.001429205],"genre_scores_gemma":[0.99164,0.0009986899,0.002212043,0.004448912,0.0003734634,0.00009916141,0.000008542289,0.00001886643,0.0002003093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5989611,"threshold_uncertainty_score":0.3520584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510532323758065,"score_gpt":0.2864354973635104,"score_spread":0.2713301741259297,"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."}}