{"id":"W2062708826","doi":"10.1007/s00345-014-1330-5","title":"Does HistoScanning™ predict positive results in prostate biopsy? A retrospective analysis of 1,188 sextants of the prostate","year":2014,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Biopsy; Prostate biopsy; Prostate cancer; Prostate; Nephrology; Receiver operating characteristic; Urology; Predictive value; Area under the curve; Radiology; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0006743306,0.000294253,0.0005023269,0.0008527251,0.0006567164,0.000819118,0.000591061,0.0005225462,0.001112196],"category_scores_gemma":[0.003392239,0.0006291809,0.000576345,0.001463327,0.0005841394,0.0006852559,0.0004929585,0.0005917326,0.0002960175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003505467,"about_ca_system_score_gemma":0.0005223861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007933722,"about_ca_topic_score_gemma":0.01085668,"domain_scores_codex":[0.9991407,0.0002067929,0.0001200229,0.000164431,0.0002243325,0.0001436903],"domain_scores_gemma":[0.9973985,0.0007480794,0.00110257,0.000234298,0.0002234826,0.0002930974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004253833,0.00001257215,0.9994752,0.000003890972,0.00002507749,0.00007239755,0.00003804394,0.000007088403,0.00005834708,0.000003640695,0.00002098623,0.000240349],"study_design_scores_gemma":[0.000004198415,0.00006375057,0.9988179,0.000004668851,0.00005202808,0.0005247354,0.0002613778,0.00005394237,0.00005410039,0.000008951939,0.0001506255,0.000003666308],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999217,0.0003483321,0.00002869055,0.00002279853,0.000005667663,0.000003394255,0.000165734,0.000001046664,0.0002073075],"genre_scores_gemma":[0.9994437,0.0001576235,0.00002370981,0.00002351131,0.000007791304,0.000002377884,0.0002393141,0.00000176078,0.0001001558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007933722,"threshold_uncertainty_score":0.01577508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006206816590666501,"score_gpt":0.2507593063735626,"score_spread":0.2445524897828961,"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."}}