{"id":"W3031139130","doi":"10.1016/j.ajog.2020.05.053","title":"Enhanced recovery after cesarean delivery: is protocol compliance the missing link?","year":2020,"lang":"en","type":"letter","venue":"American Journal of Obstetrics and Gynecology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Randomized controlled trial; Protocol (science); Checklist; Scopus; MEDLINE; Surgery; Alternative 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002938359,0.0004943069,0.001681462,0.000454256,0.0001313881,0.00009278821,0.0003767715,0.000390295,0.0002029463],"category_scores_gemma":[0.003376074,0.0003407781,0.0005019148,0.0008718244,0.0006720323,0.0001486361,0.000149996,0.003466218,0.0000265403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881599,"about_ca_system_score_gemma":0.00064422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008269295,"about_ca_topic_score_gemma":8.62732e-7,"domain_scores_codex":[0.9968193,0.0003500079,0.001164815,0.0005058368,0.0005618251,0.0005982391],"domain_scores_gemma":[0.9884183,0.008140104,0.002094115,0.0004842748,0.0006020297,0.000261206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007332809,0.00006859894,0.00133169,0.0005426359,0.0006656214,0.00745145,0.0004020382,0.00000236091,0.000249538,4.178171e-7,0.3752703,0.613282],"study_design_scores_gemma":[0.001236012,0.004060037,0.002528173,0.0007020696,0.0003701008,0.0007691503,0.00009069332,0.00003390104,0.0005052643,0.0001711625,0.989112,0.0004214243],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01170849,0.001965074,0.001431053,0.9681861,0.003411065,0.01253077,0.00006480947,0.00003456192,0.000668071],"genre_scores_gemma":[0.02473671,0.001024948,0.00280605,0.9655303,0.002819158,0.002236537,0.00001452301,0.0001225301,0.0007092751],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6138417,"threshold_uncertainty_score":0.9999044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571379716863538,"score_gpt":0.2818742043513184,"score_spread":0.256160407182683,"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."}}