{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01808357,0.0004951766,0.001038989,0.0007741366,0.003329614,0.002219123,0.00331049,0.01737113,0.00697351],"category_scores_gemma":[0.05385615,0.0008765708,0.001017086,0.0006968706,0.003916949,0.002807172,0.001709441,0.02060468,0.00966991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003441247,"about_ca_system_score_gemma":0.00770648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205593,"about_ca_topic_score_gemma":0.01564457,"domain_scores_codex":[0.9869622,0.003924801,0.002752882,0.0008430152,0.004607904,0.0009091917],"domain_scores_gemma":[0.9293829,0.03359877,0.003014977,0.006514686,0.0228011,0.004687594],"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":[0.0001093804,0.00007420742,0.00229109,0.0003104998,0.00001939164,0.004887598,0.0005094599,0.0002437115,0.003593093,0.004429112,0.9229506,0.06058195],"study_design_scores_gemma":[0.00003385551,0.00007689781,0.003457784,0.0004880718,0.00002116661,0.005097268,0.0005247279,0.0002544057,0.0009522014,0.006637827,0.9824048,0.00005086325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001655965,0.003425368,0.002308675,0.9526962,0.02649753,0.0002141286,0.0001023662,0.0001510603,0.01294882],"genre_scores_gemma":[0.01267012,0.004099992,0.009551828,0.9105814,0.03629694,0.0004100311,0.0002851454,0.0001944152,0.02591016],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01808357,"threshold_uncertainty_score":0.09563619,"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."}}