{"id":"W2620105308","doi":"10.1097/gox.0000000000001323","title":"Order Sets for Enhanced Recovery After Surgery Protocol","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation","funders":"","keywords":"Medicine; Perioperative; Anesthesia; Surgery; Breast cancer; Postoperative nausea and vomiting; Breast surgery; Nausea; 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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00139796,0.0007543233,0.002118779,0.0002696789,0.0006192913,0.0007744169,0.0006717115,0.000406111,0.001183094],"category_scores_gemma":[0.01256931,0.0006945158,0.0008713371,0.000366705,0.0005732184,0.002019115,0.0006501076,0.0003567214,0.000259215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005503331,"about_ca_system_score_gemma":0.002179364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000147528,"about_ca_topic_score_gemma":0.0001800827,"domain_scores_codex":[0.9952594,0.0001933497,0.001346249,0.001426953,0.0005391139,0.001234905],"domain_scores_gemma":[0.9899696,0.00569701,0.00120954,0.001649811,0.0009048649,0.0005692234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03801672,0.000645333,0.6329709,0.00115163,0.001392458,0.0005061692,0.00004229487,0.00001327881,0.0007169406,0.0001247567,0.02666904,0.2977504],"study_design_scores_gemma":[0.007146907,0.0007623211,0.9025838,0.00682107,0.000711116,0.001759517,0.0001768751,0.0001720406,0.02603621,0.01025631,0.04010741,0.003466413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8525568,0.00005674687,0.01102702,0.0005677984,0.01117033,0.09817345,0.001444803,0.0002610892,0.02474198],"genre_scores_gemma":[0.7590774,0.00003099445,0.01477098,0.0008583364,0.0008480888,0.2225873,0.0001696052,0.0001779762,0.001479366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.294284,"threshold_uncertainty_score":0.9997299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03448755557725285,"score_gpt":0.3356732469316349,"score_spread":0.301185691354382,"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."}}