{"id":"W2952810959","doi":"10.1053/j.jvca.2019.06.022","title":"Moving Forward: Lessons Learned From the Early Returns of Enhanced Recovery Programs","year":2019,"lang":"en","type":"letter","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta","funders":"","keywords":"Medicine; Intensive care 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":[0.001678722,0.0005115478,0.002364105,0.00025832,0.00007764676,0.0001160509,0.0003790768,0.001016199,0.00002550916],"category_scores_gemma":[0.0002695258,0.0003341545,0.002429085,0.0002697086,0.0001576747,0.0002997558,0.00005954997,0.002785173,0.00001023772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135863,"about_ca_system_score_gemma":0.0004635617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005876685,"about_ca_topic_score_gemma":0.000001708061,"domain_scores_codex":[0.9960067,0.0006310937,0.001131485,0.0004705125,0.001290833,0.0004693593],"domain_scores_gemma":[0.9960846,0.0008053127,0.001448887,0.001012463,0.0005250077,0.0001236692],"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":[0.003992053,0.0004001145,0.03462033,0.005381066,0.02826914,0.01204848,0.00516165,0.0001766583,0.01183007,0.00001199044,0.3646936,0.5334148],"study_design_scores_gemma":[0.002377781,0.00196523,0.03343986,0.01023992,0.007814029,0.004533401,0.0004495521,0.00002373095,0.00545044,0.0004860415,0.9320872,0.001132854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7673349,0.02244294,0.005472417,0.2021137,0.0009892172,0.001129181,0.00002160707,0.00004541442,0.0004506093],"genre_scores_gemma":[0.7084867,0.03598652,0.007873864,0.2162776,0.02411909,0.00007338004,0.0003123737,0.0008028264,0.006067663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5673935,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0287984326196448,"score_gpt":0.2792292240110171,"score_spread":0.2504307913913723,"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."}}