{"id":"W4408020527","doi":"10.1001/jamaoto.2024.5393","title":"Enhanced Recovery After Surgery Compliance and Outcomes for Head and Neck Reconstructive Surgery","year":2025,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Compliance (psychology); Reconstructive surgery; Intensive care unit; Retrospective cohort study; Cohort; Emergency medicine; Surgery; Physical therapy; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001571596,0.000146809,0.0001570159,0.0005513521,0.0003620274,0.0005487154,0.0004129766,0.0002487779,0.002206309],"category_scores_gemma":[0.006092541,0.0000909872,0.0002855413,0.0008397524,0.0004296274,0.0002846574,0.0004706557,0.0004797616,0.0001397414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149232,"about_ca_system_score_gemma":0.002643028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0468237,"about_ca_topic_score_gemma":0.1207595,"domain_scores_codex":[0.999,0.0002142743,0.0001296813,0.00009503621,0.0003731308,0.0001879083],"domain_scores_gemma":[0.9945345,0.0007295206,0.003483103,0.000160322,0.0005467595,0.0005458011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001564035,0.00001725397,0.9977397,0.00001447591,0.00001901426,0.00001238452,0.00004062109,0.00002028972,0.00002055661,0.000007346476,0.00008791829,0.002004799],"study_design_scores_gemma":[0.000001110553,0.00002343131,0.9996243,0.00001699276,0.000007747472,0.00003173784,0.0001043455,0.00006542267,0.00001440301,0.000007053294,0.0001020391,0.000001483189],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978865,0.0006491837,0.00009841241,0.0003240746,0.00001362575,0.00001476001,0.0003849119,0.000005245691,0.0006232369],"genre_scores_gemma":[0.9992151,0.0002066967,0.0001055424,0.00004667179,0.00001315164,0.000007444945,0.0002427415,0.000001339139,0.0001612707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0468237,"threshold_uncertainty_score":0.09310234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02426212875895982,"score_gpt":0.2877132068190404,"score_spread":0.2634510780600806,"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."}}