{"id":"W4236135355","doi":"10.1101/2020.10.12.20211748","title":"Prone positioning of non-intubated patients with COVID-19 - A Systematic Review and Meta-analysis","year":2020,"lang":"en","type":"review","venue":"medRxiv","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Metro North Hospital and Health Service","keywords":"Medicine; Meta-analysis; Intubation; Coronavirus disease 2019 (COVID-19); Observational study; Adverse effect; Oxygenation; Respiratory system; Respiratory failure; Anesthesia; Internal medicine; Disease","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.007244003,0.002056074,0.01608531,0.003586406,0.000436964,0.002593843,0.001463696,0.002027514,0.002785872],"category_scores_gemma":[0.02034297,0.001315712,0.02396438,0.004795176,0.0006460287,0.00142825,0.001053696,0.001389341,0.0002270557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001895095,"about_ca_system_score_gemma":0.002463686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007352109,"about_ca_topic_score_gemma":0.01403738,"domain_scores_codex":[0.9953584,0.002099772,0.001374868,0.0005359665,0.0004562829,0.000174754],"domain_scores_gemma":[0.9895235,0.0069818,0.002356334,0.000270861,0.0006723286,0.000195115],"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":[0.003425859,0.00004861856,0.005021727,0.4905881,0.4858631,0.0001751735,0.00008005938,0.0004370296,0.0002711931,0.0000934167,0.0006576204,0.01333806],"study_design_scores_gemma":[0.001135143,0.0004817722,0.008119342,0.04043936,0.9472619,0.000144885,0.00007293225,0.0002046626,0.0001570746,0.0001583081,0.001791696,0.00003297075],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007580585,0.9910983,0.0002582419,0.000147083,0.0001310232,0.0002495292,0.0003445819,0.00001331002,0.0001772156],"genre_scores_gemma":[0.1961162,0.7997971,0.001317417,0.0008812693,0.0002396851,0.0008520808,0.0005311613,0.00001781465,0.0002473157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9839147,"threshold_uncertainty_score":0.03831041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07223983490397892,"score_gpt":0.3499283739585407,"score_spread":0.2776885390545618,"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."}}