{"id":"W3166418640","doi":"10.1097/sla.0000000000004962","title":"Enhanced Recovery 2.0 – Same Day Discharge With Mobile App Follow-up After Minimally Invasive Colorectal Surgery","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Colectomy; Surgery; Emergency department; Laparoscopy; Cohort; Ileostomy; General surgery; Colorectal cancer; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001377606,0.0006164872,0.002169945,0.0005937382,0.00008536843,0.0000591708,0.0001348112,0.000339177,0.001085639],"category_scores_gemma":[0.002069657,0.0005439098,0.001344989,0.001182598,0.0002741608,0.0008658149,0.0001509046,0.0004338457,0.0001440154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006051616,"about_ca_system_score_gemma":0.001992037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003811504,"about_ca_topic_score_gemma":0.0001509632,"domain_scores_codex":[0.9953465,0.0003228027,0.001339374,0.001026991,0.0008930691,0.001071303],"domain_scores_gemma":[0.9912815,0.00558291,0.0006240815,0.000945803,0.001094922,0.0004707545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02316574,0.002652065,0.4628863,0.002985789,0.003503485,0.006979467,0.001484986,0.00003639652,0.3581272,0.00001305285,0.09618636,0.04197915],"study_design_scores_gemma":[0.0005637123,0.0002862201,0.1372014,0.002416013,0.0001588463,0.0001993919,0.0003073903,0.000002433794,0.8541541,0.00004320331,0.0039233,0.000743949],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912788,0.003578866,0.0001339929,0.0007380506,0.001833601,0.0005051853,0.0002081277,0.0001348725,0.001588544],"genre_scores_gemma":[0.9863843,0.005312425,0.0003177836,0.002464338,0.0004014529,0.0005327162,0.0004414943,0.0001466089,0.003998891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4960269,"threshold_uncertainty_score":0.9998275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05852980143990443,"score_gpt":0.2810439344505164,"score_spread":0.222514133010612,"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."}}