{"id":"W4383313885","doi":"10.21203/rs.3.rs-3142942/v1","title":"Enhanced Recovery After Surgery Facilitates Next Day Discharge for Laparoscopic Roux-en-Y Gastric Bypass: Experience from a Provincial Referral Program","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastric bypass; Roux-en-Y anastomosis; Referral; Multidisciplinary team; Surgery; General surgery; Population; Emergency medicine; Weight loss; Obesity; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007640055,0.0002671706,0.0002117173,0.0007364903,0.003438712,0.0009196438,0.0008413759,0.0003097331,0.002384459],"category_scores_gemma":[0.002717042,0.0003725562,0.000297263,0.001702865,0.0008772781,0.0003273789,0.001674301,0.0007481239,0.0003730712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00764786,"about_ca_system_score_gemma":0.01636107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3302904,"about_ca_topic_score_gemma":0.638674,"domain_scores_codex":[0.9992712,0.0001580643,0.00003481406,0.00007094169,0.0001331516,0.0003318006],"domain_scores_gemma":[0.9976454,0.0002382274,0.0004969506,0.00009357344,0.0004352082,0.001090623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002131364,0.001454413,0.9513877,0.00008207435,0.00002189851,0.005264591,0.01415382,0.0001557405,0.001529064,0.0001220118,0.001504582,0.02411104],"study_design_scores_gemma":[0.0001146033,0.001231211,0.9452856,0.0001087595,0.0000275284,0.003474055,0.04590746,0.0005926583,0.0003285237,0.00008583249,0.002800537,0.00004319836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991778,0.00004889239,0.00005594705,0.0001343651,0.000004604811,0.00004603259,0.00007067421,0.000003764877,0.000457849],"genre_scores_gemma":[0.9981828,0.0002717825,0.0003624505,0.0002067991,0.000009549012,0.00003625805,0.0001945889,0.000008163817,0.0007275839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3302904,"threshold_uncertainty_score":0.6567359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238693306166151,"score_gpt":0.4108244252056417,"score_spread":0.2869550945890267,"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."}}