{"id":"W4205336415","doi":"10.21203/rs.3.rs-72963/v1","title":"Extracorporeal membrane oxygenation (ECMO) in patients with severe COVID-19 adult respiratory distress syndrome: a systematic review and meta-analysis ","year":2020,"lang":"en","type":"review","venue":"Research Square","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; ARDS; Extracorporeal membrane oxygenation; Mechanical ventilation; Meta-analysis; Respiratory distress; Cochrane Library; Intensive care medicine; Emergency medicine; Internal medicine; Anesthesia; Lung","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":[0.009683226,0.002147215,0.01516591,0.007350745,0.000598009,0.003095365,0.001578424,0.002034014,0.002883272],"category_scores_gemma":[0.0212089,0.001151916,0.02839899,0.00845514,0.0006046327,0.001822501,0.001525303,0.001450166,0.0002196497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002383818,"about_ca_system_score_gemma":0.004147517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006237108,"about_ca_topic_score_gemma":0.01369182,"domain_scores_codex":[0.9932767,0.002852271,0.002137949,0.0006195281,0.0008360738,0.0002775125],"domain_scores_gemma":[0.9884524,0.007728111,0.002351986,0.0003175802,0.0009720569,0.000178002],"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":[0.00114784,0.00003277429,0.003468451,0.6170563,0.3627614,0.0001205441,0.000105374,0.000325269,0.0002303092,0.000131513,0.0006697116,0.01395049],"study_design_scores_gemma":[0.0004254561,0.0002267063,0.004936528,0.06230656,0.9290124,0.0001331955,0.00007419994,0.0001743986,0.0001440027,0.0001721273,0.002367588,0.00002688115],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003687306,0.9950845,0.0002247763,0.0001634439,0.00008244756,0.0002150901,0.0003529157,0.00001270024,0.0001768789],"genre_scores_gemma":[0.1068537,0.8887446,0.001606426,0.0006512911,0.0002051575,0.001015182,0.0006352557,0.00001811981,0.0002702079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01516591,"threshold_uncertainty_score":0.0512104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1224190053829405,"score_gpt":0.377713881213314,"score_spread":0.2552948758303735,"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."}}