{"id":"W2970394452","doi":"10.1213/ane.0000000000004350","title":"Point-of-Care Ultrasound for Obstructive Sleep Apnea Screening: Are We There Yet? A Systematic Review and Meta-analysis","year":2019,"lang":"en","type":"review","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Mount Sinai Hospital; Toronto Western Hospital; McMaster University; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Obstructive sleep apnea; Perioperative; Meta-analysis; Systematic review; MEDLINE; Observational study; Population; Airway; Randomized controlled trial; Polysomnography; Cohort study; Sleep apnea; Intensive care medicine; Internal medicine; Apnea; Surgery","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":[0.02615523,0.00272532,0.02251774,0.006947262,0.000848715,0.004329477,0.003173541,0.00290058,0.004517718],"category_scores_gemma":[0.07582075,0.001865387,0.0340407,0.009123029,0.001148429,0.003379735,0.001837914,0.002495584,0.0003540713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003781358,"about_ca_system_score_gemma":0.006321396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008312633,"about_ca_topic_score_gemma":0.01834286,"domain_scores_codex":[0.9800986,0.009784539,0.005497655,0.001666959,0.002381734,0.0005705842],"domain_scores_gemma":[0.9347254,0.05192242,0.007425524,0.0014304,0.004006065,0.0004901544],"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":[0.001108864,0.00002661448,0.003669451,0.6312774,0.3478897,0.00009272134,0.000102184,0.0002603179,0.00008850806,0.0001617937,0.0008362224,0.01448611],"study_design_scores_gemma":[0.0005885717,0.0002321642,0.003986133,0.09966677,0.8925021,0.00009697001,0.00008280343,0.0002045246,0.00008531286,0.0003132325,0.002211764,0.0000296717],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001537362,0.9970197,0.0003613148,0.0003087048,0.0001256903,0.0002430395,0.0002474925,0.00001515517,0.0001414817],"genre_scores_gemma":[0.08355311,0.9100763,0.002220101,0.001388789,0.0003637139,0.00167364,0.0005112179,0.00002490568,0.0001882184],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02615523,"threshold_uncertainty_score":0.1383237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09246520884920305,"score_gpt":0.3637156447910321,"score_spread":0.2712504359418291,"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."}}