{"id":"W4402420316","doi":"10.1111/his.15283","title":"Histological sampling protocols for transurethral resection of prostate specimens need reappraisal","year":2024,"lang":"en","type":"letter","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Prostate; Sampling (signal processing); Transurethral resection of the prostate; Resection; Medicine; Urology; Prostatectomy; Surgery; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003035045,0.0004111049,0.001172993,0.000303516,0.00006817177,0.00001227416,0.0001151073,0.000978304,0.0001012123],"category_scores_gemma":[0.0001166754,0.0003325832,0.0004540851,0.0001502458,0.0003277735,0.00002966044,0.00003202676,0.001191521,0.00002418378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281938,"about_ca_system_score_gemma":0.0003323805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002440626,"about_ca_topic_score_gemma":0.000008982033,"domain_scores_codex":[0.9975579,0.0001046813,0.0007176818,0.0008328644,0.0002694217,0.0005174499],"domain_scores_gemma":[0.9987223,0.0002224069,0.0002968949,0.0004783114,0.0002068002,0.00007332378],"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":[0.002046313,0.0002793082,0.0009704785,0.005064387,0.00009092644,0.002662794,0.0006602909,0.000002086858,0.0064156,0.0004452236,0.9799189,0.00144367],"study_design_scores_gemma":[0.002254989,0.006125326,0.001680203,0.0008029105,0.0006614616,0.000654853,0.00001435615,0.00000756802,0.001113631,0.0007183485,0.9857006,0.0002657393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007094054,0.007135932,0.001194816,0.9036515,0.004053239,0.06840301,0.001806157,0.0004514371,0.006209878],"genre_scores_gemma":[0.02027106,0.001124542,0.0354275,0.4684709,0.02150034,0.392595,0.0123389,0.00120022,0.04707151],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4351806,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08732744974413593,"score_gpt":0.3717662151707108,"score_spread":0.2844387654265749,"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."}}