{"id":"W2767001480","doi":"10.1002/jso.24878","title":"Factors affecting hospital length of stay following pelvic exenteration surgery","year":2017,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Pelvic exenteration; Surgery; Interquartile range; Genitourinary system; Fistula; Retrospective cohort study; Perioperative; Dehiscence; Anastomosis; Leiomyosarcoma; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008247946,0.0001772015,0.0011787,0.0001784009,0.0001494112,0.00002990982,0.0001434487,0.0001796126,0.0001894105],"category_scores_gemma":[0.0005498262,0.00012052,0.0008727699,0.00008198756,0.0001135874,0.000312875,0.00007224012,0.0003800593,0.000003919459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004216418,"about_ca_system_score_gemma":0.0003002649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002722121,"about_ca_topic_score_gemma":0.000009350761,"domain_scores_codex":[0.9981546,0.0001504116,0.0007979574,0.0001667954,0.000463083,0.0002670921],"domain_scores_gemma":[0.9966103,0.001413193,0.001285188,0.0002267975,0.0002203913,0.000244174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001414503,0.001151013,0.9515175,0.00004963504,0.0007218536,0.00501176,0.0005370282,0.000004759939,0.000556489,0.00002115034,0.000356838,0.03865748],"study_design_scores_gemma":[0.006707948,0.00646548,0.9513567,0.0004223749,0.0005277605,0.0006669998,0.0004944532,0.00002396494,0.005744491,0.00006976666,0.02730641,0.0002136603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990943,0.000320743,0.00001515114,0.001205796,0.002135156,0.000169087,0.000002695248,0.00001047587,0.005197923],"genre_scores_gemma":[0.9989636,0.0002941052,0.0001620791,0.00001693472,0.0004138554,0.000001901541,0.00000358948,0.0000176122,0.0001263121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03844382,"threshold_uncertainty_score":0.4914665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05826498060210588,"score_gpt":0.3663751782733434,"score_spread":0.3081101976712375,"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."}}