{"id":"W4200200097","doi":"10.1016/j.urology.2021.10.004","title":"Hemi-Kock Continent Stoma With Augmentation Cystoplasty: Modifications and Outcomes","year":2021,"lang":"en","type":"article","venue":"Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"University of Toronto","keywords":"Medicine; Surgery; Stoma (medicine); Bladder augmentation; Urinary diversion; Ileocecal valve; Retrospective cohort study; Urinary bladder; Cystectomy; Bladder cancer; Ileum","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00001782619,0.00007477797,0.000152077,0.00003000047,0.00004292892,0.000006579232,0.00001507733,0.00004006203,0.0001312638],"category_scores_gemma":[0.00001930446,0.00005632021,0.00001955671,0.00005551679,0.00004447148,0.00002450732,0.00001218886,0.00005637829,0.00001980696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001944915,"about_ca_system_score_gemma":0.000072466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002834459,"about_ca_topic_score_gemma":0.00007691696,"domain_scores_codex":[0.9995328,0.00002014465,0.0000903281,0.0001754482,0.00007370581,0.0001075952],"domain_scores_gemma":[0.9996629,0.00003525016,0.00002783172,0.0001386733,0.00007494109,0.00006039133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001393464,0.0009466016,0.953256,0.0000845392,0.001016902,0.0006075348,0.001652819,0.00007275927,0.0183565,0.005043552,0.004190081,0.01337927],"study_design_scores_gemma":[0.008828843,0.00116852,0.9577718,0.00001006082,0.0005877693,0.0008956731,0.0003348927,0.0002127804,0.007176471,0.0002630039,0.02259684,0.0001533148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801975,0.0004392751,0.001267049,0.0126496,0.00009888593,0.0002070058,0.00002116906,0.00004535333,0.005074096],"genre_scores_gemma":[0.9943049,0.00003559916,0.0004076344,0.002633612,0.00003018275,0.000044827,0.00005802547,0.000009838007,0.002475387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01840676,"threshold_uncertainty_score":0.2296672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410861468502814,"score_gpt":0.2784817185407123,"score_spread":0.2643731038556841,"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."}}