{"id":"W4388206403","doi":"10.2139/ssrn.4609523","title":"Acceptance of Outpatient Enhanced Recovery after Surgery (Eras©) Protocols for Implant-Based Breast Reconstruction Nudged on by the Covid-19 Pandemic","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Breast reconstruction; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Implant; Breast surgery; Surgery; Internal medicine; Virology; Breast cancer; Infectious disease (medical specialty); Disease","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":[0.005364572,0.0006805127,0.001408814,0.0005610468,0.0002384412,0.00008565607,0.0004294832,0.0006873456,0.00007883332],"category_scores_gemma":[0.001255873,0.0005113147,0.001257139,0.0003376964,0.0001796296,0.0001574714,0.0001124611,0.005075805,0.00001607299],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004766164,"about_ca_system_score_gemma":0.0138682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000078629,"about_ca_topic_score_gemma":0.0005199153,"domain_scores_codex":[0.9936799,0.0005214674,0.001659728,0.0009067487,0.0008035573,0.002428622],"domain_scores_gemma":[0.9941865,0.002197881,0.001944897,0.0009461635,0.0004155032,0.0003090638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.1574857,0.002436928,0.1192251,0.007912908,0.006576854,0.0001046914,0.0007710201,0.004591811,0.03285831,0.0001917105,0.0337968,0.6340481],"study_design_scores_gemma":[0.07536275,0.04283219,0.07730489,0.06788568,0.008146831,0.08082473,0.007025407,0.002426642,0.1783473,0.4022295,0.03904359,0.01857047],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821025,0.001034841,0.08544093,0.003261176,0.003909895,0.02276101,0.00118212,0.0002636565,0.00004387664],"genre_scores_gemma":[0.9658918,0.002863025,0.0002331751,0.002003565,0.001090268,0.0255191,0.0004158175,0.0002477463,0.001735526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6154776,"threshold_uncertainty_score":0.9997339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851770253756471,"score_gpt":0.3180094553572707,"score_spread":0.279491752819706,"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."}}