{"id":"W4281929192","doi":"10.1371/journal.pone.0268655","title":"Implementation of the ERAS (Enhanced Recovery After Surgery) protocol for hysterectomy in the Piedmont Region with an audit&amp;feedback approach: Study protocol for a stepped wedge cluster randomized controlled trial. A study of the EASY-NET project","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regina General Hospital","funders":"Regione Piemonte; Ministero della Salute","keywords":"Medicine; Randomized controlled trial; Perioperative; Hysterectomy; Protocol (science); Audit; Population; Emergency medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.006592088,0.0004575729,0.002706093,0.000314806,0.0002300456,0.00004856865,0.0004532058,0.00007626756,0.00003264823],"category_scores_gemma":[0.0007459937,0.0002086258,0.0007049193,0.0008381251,0.0001100335,0.000219483,0.0001703097,0.0003869478,2.403612e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026759,"about_ca_system_score_gemma":0.0007486862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001943802,"about_ca_topic_score_gemma":0.001373341,"domain_scores_codex":[0.9897884,0.005614843,0.00210652,0.0006899736,0.001342011,0.000458219],"domain_scores_gemma":[0.9930524,0.003065183,0.002098973,0.001325842,0.0004130608,0.00004458471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9457905,0.03423415,0.008251806,0.001333407,0.001651545,0.000001804209,0.007582815,0.00003316879,0.0006318285,8.029698e-7,0.0003229154,0.000165236],"study_design_scores_gemma":[0.9712309,0.01232542,0.004284035,0.0006402954,0.001266076,0.000004300364,0.00790145,0.0001915437,0.001782208,0.00002509243,0.00007545279,0.000273242],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4713903,7.636585e-7,0.0002088955,0.00009507667,0.00004178202,0.528196,0.00001674996,0.00001723011,0.00003322866],"genre_scores_gemma":[0.3684391,8.862477e-8,0.0002745231,0.0001190418,0.00008899262,0.6306857,0.000009460136,0.00005396761,0.0003291938],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1029512,"threshold_uncertainty_score":0.8507515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09538028760766135,"score_gpt":0.347719996339169,"score_spread":0.2523397087315077,"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."}}