{"id":"W2740113102","doi":"10.1159/000471491","title":"Pathological Concordance between Prostate Biopsies and Radical Prostatectomy Using Transperineal Sector Mapping Biopsies: Validation and Comparison with Transrectal Biopsies","year":2017,"lang":"en","type":"article","venue":"Urologia Internationalis","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Concordance; Prostatectomy; Urology; Biopsy; Prostate; Prostate biopsy; Gynecology; Kappa; 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":[0.008465284,0.0002435626,0.0002591444,0.001688247,0.0003386165,0.0004416342,0.0004865329,0.0002749067,0.000781912],"category_scores_gemma":[0.02162063,0.00021062,0.0003509208,0.0007438358,0.0007109342,0.0003780795,0.0008469905,0.000187736,0.0002091471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281623,"about_ca_system_score_gemma":0.0002998184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00085844,"about_ca_topic_score_gemma":0.001183802,"domain_scores_codex":[0.9925086,0.003330468,0.001200013,0.0009382772,0.001813732,0.0002089516],"domain_scores_gemma":[0.9824094,0.008218084,0.00418126,0.001766904,0.003071165,0.000353197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000191057,0.00001429509,0.9911698,0.00006519513,0.00005242019,0.0001149982,0.0005781342,0.0001443503,0.00176911,0.00002983231,0.00003480355,0.005835922],"study_design_scores_gemma":[0.000007730225,0.0003190376,0.9926266,0.00002549776,0.00005063177,0.00212514,0.0006922852,0.0009920803,0.00281873,0.00005743873,0.0002747843,0.00001008182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979683,0.0002192405,0.00120228,0.000007246167,0.000006766046,0.00002546701,0.00004878834,0.000008294543,0.0005136318],"genre_scores_gemma":[0.9991062,0.00004114263,0.0007236513,0.000004250181,0.000004036012,0.00001287151,0.00006159695,0.00000261157,0.00004360265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008465284,"threshold_uncertainty_score":0.04476929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05841613274543249,"score_gpt":0.3161701018868676,"score_spread":0.2577539691414351,"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."}}