{"id":"W1980434610","doi":"10.5489/cuaj.2604","title":"PSA screening: And now…a message from our experts","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.007463892,0.001150319,0.001697024,0.001262491,0.007165481,0.006254537,0.002517858,0.02864837,0.01314902],"category_scores_gemma":[0.03291785,0.0008396203,0.001354771,0.001064107,0.005273987,0.01299193,0.003052635,0.05424668,0.006628909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005773118,"about_ca_system_score_gemma":0.01413594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03036978,"about_ca_topic_score_gemma":0.05558898,"domain_scores_codex":[0.9940537,0.001532189,0.0004631778,0.0006097222,0.002513137,0.000828026],"domain_scores_gemma":[0.9758165,0.005459674,0.0009522844,0.0004289925,0.008208198,0.009134343],"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":[0.00001595366,0.00001888164,0.0002859207,0.0001000831,0.000006674256,0.000295842,0.0004190682,0.000009834774,0.00005108044,0.0005463113,0.9911841,0.007066136],"study_design_scores_gemma":[0.00003852033,0.00005539332,0.001156297,0.001104016,0.00002949882,0.002016262,0.004676715,0.00005497063,0.00008777833,0.002966722,0.9877161,0.00009771895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001185773,0.004715,0.00004743341,0.9542202,0.03992946,0.000006299335,0.00001846016,0.00001433559,0.0009303176],"genre_scores_gemma":[0.001489988,0.005616454,0.0001915552,0.9521313,0.03723117,0.00001493763,0.0000189382,0.00001668417,0.003288887],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03036978,"threshold_uncertainty_score":0.06038606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703875752633392,"score_gpt":0.244352280883135,"score_spread":0.2273135233568011,"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."}}