{"id":"W7162006736","doi":"10.82308/16554","title":"The clinical and economic implications of same day discharge compared to enhanced recovery protocols following minimally invasive colectomy and stoma reversal","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colectomy; Stoma (medicine); Charlson comorbidity index; Body mass index; Comorbidity; Colorectal surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007415202,0.0003495649,0.001038011,0.0001983603,0.0001227586,0.0001098008,0.0001667701,0.0002990685,0.00004020561],"category_scores_gemma":[0.0006381536,0.0002639793,0.0003328519,0.0001678925,0.00009555368,0.0001459967,0.00009506456,0.0004354955,0.00003969963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010601,"about_ca_system_score_gemma":0.0009030478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005432086,"about_ca_topic_score_gemma":0.004281889,"domain_scores_codex":[0.9974537,0.0001319804,0.001179191,0.0007597846,0.0001742688,0.000301041],"domain_scores_gemma":[0.9968063,0.001939364,0.0003493245,0.0005492992,0.0001143276,0.0002413718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02199243,0.001115386,0.1618541,0.01111607,0.01052872,0.0001136513,0.0121993,0.00001492955,0.5485957,0.001715833,0.1331683,0.09758563],"study_design_scores_gemma":[0.005422917,0.002866238,0.7988169,0.01355479,0.001942678,0.00005103559,0.004577446,0.00005977132,0.1515908,0.002252282,0.01700532,0.001859906],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772767,0.0003259979,0.00005918046,0.0007610465,0.0008931156,0.01633229,0.00009494508,0.00006431907,0.004192396],"genre_scores_gemma":[0.94797,0.0005458263,0.001934539,0.0005673888,0.000374903,0.01998511,0.0005860225,0.0001486623,0.02788755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6369628,"threshold_uncertainty_score":0.9999812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729405683462964,"score_gpt":0.3631359091881813,"score_spread":0.3358418523535517,"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."}}