{"id":"W2756186233","doi":"10.1007/s00464-017-5865-6","title":"Predictors of adherence to enhanced recovery pathway elements after laparoscopic colorectal surgery","year":2017,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Colorectal surgery; Abdominal surgery; Nausea; Laparoscopy; Laparoscopic surgery; Postoperative nausea and vomiting; Vomiting; Surgery","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":[0.0005606064,0.0003642757,0.001135127,0.0002296148,0.0001422714,0.00006262303,0.0003062657,0.0002229605,0.001225991],"category_scores_gemma":[0.001064889,0.00031971,0.0004348942,0.0002022021,0.0002294046,0.0003401126,0.0002381179,0.0002729572,0.0001910854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169625,"about_ca_system_score_gemma":0.0003507234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006026551,"about_ca_topic_score_gemma":0.0000449568,"domain_scores_codex":[0.9969401,0.0001117533,0.000920545,0.0006703168,0.000657208,0.0007000727],"domain_scores_gemma":[0.997175,0.0006222313,0.0004468777,0.001074346,0.0001839544,0.0004975752],"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":[0.01573595,0.0007579494,0.8827176,0.0004977318,0.0004328334,0.001031062,0.000259195,0.000007293693,0.08073379,0.00002527391,0.002422292,0.015379],"study_design_scores_gemma":[0.004279195,0.001309482,0.1435893,0.001275715,0.00007627325,0.00003156128,0.00002120125,0.000005718088,0.8412183,0.00006045187,0.007709729,0.0004231025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891677,0.0001811993,0.00007573464,0.000111619,0.002855195,0.0006410328,0.0001067702,0.00009398981,0.006766777],"genre_scores_gemma":[0.9957374,0.0001972514,0.00067248,0.000162628,0.0003805186,0.0003077217,0.0000334728,0.00005241821,0.00245609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7604845,"threshold_uncertainty_score":0.9999255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766191826988191,"score_gpt":0.2883467441956627,"score_spread":0.2706848259257808,"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."}}