{"id":"W4379879450","doi":"10.1093/ejcts/ezad230","title":"The impact of resource allocation during the COVID-19 pandemic on cardiac surgical practice and patient outcomes: a systematic review","year":2023,"lang":"en","type":"review","venue":"European Journal of Cardio-Thoracic Surgery","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pandemic; Medicine; Cardiac surgery; Elective surgery; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Health care; Intervention (counseling); Systematic review; Emergency medicine; Medical emergency; Disease; MEDLINE; Surgery; Internal medicine; Nursing; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007784922,0.001358428,0.006722331,0.008236791,0.000649823,0.003100032,0.001800288,0.001947793,0.004091527],"category_scores_gemma":[0.05314726,0.001041694,0.01053089,0.01055392,0.0006880246,0.002417141,0.001556839,0.001424479,0.0002817062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004407384,"about_ca_system_score_gemma":0.01464559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01515316,"about_ca_topic_score_gemma":0.03261536,"domain_scores_codex":[0.990882,0.003342981,0.003286779,0.000675619,0.001493989,0.0003185707],"domain_scores_gemma":[0.9629235,0.02822361,0.005895867,0.0003496382,0.002304419,0.0003031119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001755729,0.00001689719,0.001576363,0.9607244,0.01178038,0.00006759145,0.0001887936,0.0001469782,0.00006193177,0.0001687488,0.001400264,0.02369217],"study_design_scores_gemma":[0.000232825,0.0001693867,0.00642914,0.9073642,0.07440107,0.0002204667,0.0003665453,0.0001235889,0.0001125313,0.0002560482,0.01028027,0.00004392306],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001870856,0.9962494,0.000127551,0.0003738524,0.0001157909,0.0002265329,0.0006762656,0.000009145318,0.0003507266],"genre_scores_gemma":[0.0216689,0.9763866,0.0004381071,0.0005358543,0.00007759615,0.0004917583,0.0003100908,0.000007145279,0.00008390769],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01515316,"threshold_uncertainty_score":0.04117107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1673557537342134,"score_gpt":0.4660827470420554,"score_spread":0.2987269933078421,"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."}}