{"id":"W4402014380","doi":"10.19080/ajpn.2023.12.555905","title":"Does the Timing of Intubation and IMV Impact Clinical Outcomes in Adult COVID-19 Patients with ARDS: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Academic Journal of Pediatrics & Neonatology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ARDS; Coronavirus disease 2019 (COVID-19); Intubation; Meta-analysis; Medicine; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Anesthesia; Internal medicine; Virology; Lung; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01222678,0.002598029,0.02030828,0.005334123,0.000672103,0.003822693,0.002322327,0.002786602,0.002792955],"category_scores_gemma":[0.03425913,0.001550825,0.04403466,0.006482447,0.0007325508,0.001794952,0.001580266,0.001699704,0.0002906332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003097866,"about_ca_system_score_gemma":0.004527899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00858176,"about_ca_topic_score_gemma":0.01664415,"domain_scores_codex":[0.9922416,0.003205014,0.002570091,0.0008495241,0.0008182332,0.0003154738],"domain_scores_gemma":[0.980177,0.0144956,0.00321688,0.0005408445,0.001334879,0.0002347513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001760615,0.00003172989,0.004504517,0.4487742,0.5350146,0.0001109704,0.00008987097,0.0004501531,0.0001712837,0.0001040399,0.0004152592,0.008572817],"study_design_scores_gemma":[0.0003312545,0.0001848455,0.002926495,0.02681504,0.9683656,0.00006752933,0.00003760216,0.0001492437,0.00008400861,0.0001037192,0.0009151457,0.00001952956],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005326815,0.993264,0.0003049977,0.0001580331,0.0001191922,0.0002352034,0.0003959899,0.00001675854,0.0001791392],"genre_scores_gemma":[0.1593497,0.8357297,0.001528198,0.0008242684,0.0003072526,0.0011676,0.0007945971,0.00002772678,0.0002709807],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02030828,"threshold_uncertainty_score":0.06466216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312602693168897,"score_gpt":0.4622336135044663,"score_spread":0.3309733441875766,"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."}}