{"id":"W4245390928","doi":"10.5489/cuaj.721","title":"PSA testing still essential","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002299803,0.0006400187,0.001030066,0.00138185,0.00192372,0.002440005,0.00136918,0.003453551,0.05235794],"category_scores_gemma":[0.0171525,0.0003555795,0.00100392,0.0007105861,0.002632998,0.003810092,0.001965491,0.01063547,0.01352192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001995647,"about_ca_system_score_gemma":0.008348555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01706978,"about_ca_topic_score_gemma":0.02923838,"domain_scores_codex":[0.9979646,0.0003314736,0.0001742153,0.000370842,0.0007163951,0.0004425352],"domain_scores_gemma":[0.9875391,0.003737928,0.0004483771,0.0006487767,0.003579034,0.004046764],"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":[0.0001112881,0.00009790997,0.005387393,0.0004551841,0.00005339237,0.001848871,0.0001881793,0.0001381031,0.0006035785,0.01572043,0.7223783,0.2530175],"study_design_scores_gemma":[0.00006310219,0.0001101166,0.009189581,0.002594928,0.00009366456,0.006693607,0.0008447527,0.0001788118,0.0003436952,0.03014862,0.9496661,0.00007286468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003836233,0.04779414,0.002537185,0.8295057,0.03460214,0.00004974967,0.0005189057,0.000353823,0.08080214],"genre_scores_gemma":[0.155528,0.1036744,0.006076762,0.5339107,0.1019538,0.00008296139,0.001798047,0.0003935284,0.09658172],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05235794,"threshold_uncertainty_score":0.1751547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177524456293535,"score_gpt":0.2383355566559827,"score_spread":0.2205831110266293,"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."}}