{"id":"W30823010","doi":"10.5489/cuaj.81","title":"The question of repeat biopsies","year":2012,"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":"McMaster University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02927264,0.0004713602,0.001153284,0.0008703895,0.00161584,0.002180443,0.002546617,0.008366156,0.006071378],"category_scores_gemma":[0.08249779,0.0004711995,0.001304304,0.0005627059,0.004641487,0.006343921,0.001097431,0.009723539,0.00300629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561735,"about_ca_system_score_gemma":0.003675771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581038,"about_ca_topic_score_gemma":0.008914392,"domain_scores_codex":[0.9894337,0.0044779,0.001593787,0.002102172,0.001761597,0.0006308463],"domain_scores_gemma":[0.9256964,0.04209607,0.007118838,0.009123081,0.0119965,0.003969053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002249608,0.0002741964,0.05055536,0.001838728,0.0004180066,0.0085203,0.001398401,0.001481736,0.002877474,0.04144457,0.2916959,0.5972457],"study_design_scores_gemma":[0.0006145261,0.00136776,0.04261065,0.009290725,0.0005613071,0.07590009,0.006464219,0.00328926,0.003164572,0.144494,0.7118042,0.0004387435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04010217,0.08353842,0.01630273,0.7762667,0.04121714,0.0001874797,0.0003882479,0.0002913057,0.04170583],"genre_scores_gemma":[0.3952015,0.03971999,0.02508777,0.3781715,0.1476646,0.0002025943,0.0004992764,0.0004200906,0.01303263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02927264,"threshold_uncertainty_score":0.1548103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471398550134135,"score_gpt":0.2615951692777125,"score_spread":0.2468811837763712,"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."}}