{"id":"W4404755120","doi":"10.31083/j.rcm2511409","title":"The Incidence, Risk Factors, and Hospital Mortality of Prolonged Mechanical Ventilation among Cardiac Surgery Patients: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Reviews in Cardiovascular Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fujian Provincial Health Technology Project","keywords":"Medicine; Odds ratio; Incidence (geometry); Heart failure; Ejection fraction; Risk factor; Internal medicine; Body mass index; Cardiac surgery; Confidence interval; Mechanical ventilation; Cochrane Library; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.02052477,0.0008878969,0.03052387,0.000542174,0.00008533549,0.00002560934,0.0002204059,0.0003684297,0.00002417174],"category_scores_gemma":[0.004732791,0.0003833924,0.01330359,0.001908766,0.0002647598,0.0001042798,0.0001700663,0.00079498,0.000004508412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000120101,"about_ca_system_score_gemma":0.0001580752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119833,"about_ca_topic_score_gemma":0.00002172673,"domain_scores_codex":[0.9896433,0.00370974,0.003998667,0.0009825138,0.001311724,0.0003540383],"domain_scores_gemma":[0.9947743,0.0007865622,0.001852528,0.002102792,0.0002249377,0.000258855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001487108,0.00002608444,0.001519639,0.7458227,0.2401835,0.00002622926,0.00004532797,2.181029e-8,1.157883e-8,0.000008714906,0.0001935996,0.01217276],"study_design_scores_gemma":[0.00007387631,0.00008652899,0.0004985713,0.1186503,0.7926464,0.00000817034,0.00002016867,0.00000108598,2.149669e-7,0.000008793859,0.08775967,0.0002462202],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001305203,0.9868882,0.00003735699,0.00002128299,0.0002573224,0.01255021,0.00008120713,0.00002346518,0.00001041371],"genre_scores_gemma":[0.0004539092,0.9972854,0.0000206966,0.00003365155,0.00007816621,0.001754618,0.0002793829,0.00006284586,0.00003132621],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6271724,"threshold_uncertainty_score":0.9998618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07287047039897136,"score_gpt":0.3389281308101252,"score_spread":0.2660576604111539,"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."}}