{"id":"W2947536147","doi":"10.1002/lary.27597","title":"Multilevel Palate and Tongue Base Surgical Treatment of Obstructive Sleep Apnea: A Systematic Review and Meta‐analysis","year":2019,"lang":"en","type":"review","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Ottawa; University of Alberta","funders":"University of Alberta","keywords":"Medicine; Obstructive sleep apnea; Meta-analysis; Hypopnea; Confidence interval; Sleep apnea; Apnea; Systematic review; Polysomnography; Body mass index; Overweight; Apnea–hypopnea index; MEDLINE; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008932943,0.0007946715,0.01315418,0.0003901906,0.00008985244,0.00003457014,0.0002709486,0.0002567004,0.0003778482],"category_scores_gemma":[0.0002104463,0.0003711862,0.002135897,0.0009446841,0.0003693535,0.00007470098,0.0002431979,0.0003899627,0.00005582974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001606287,"about_ca_system_score_gemma":0.00008299888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001115253,"about_ca_topic_score_gemma":0.000008914666,"domain_scores_codex":[0.995494,0.001407471,0.001262249,0.0008107364,0.000584978,0.0004405648],"domain_scores_gemma":[0.9957558,0.001541543,0.0007696258,0.001429782,0.0002340143,0.0002692307],"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":[0.00002068062,0.0001152326,0.00001119511,0.7564111,0.2267959,0.0001039621,0.0001087341,1.473306e-7,3.554856e-7,0.0000608245,0.000002422937,0.01636948],"study_design_scores_gemma":[0.0007584865,0.0003072007,0.00003019958,0.02199663,0.9708006,0.0004737027,0.00003360746,0.0001272409,0.00000309281,0.000005898112,0.005159176,0.0003041398],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006582485,0.9897743,0.0000146904,0.0001701452,0.00003336896,0.009287399,0.0003900621,0.00002400516,0.0002402288],"genre_scores_gemma":[0.0002902708,0.9973685,0.0001863301,0.00004512414,0.00003551973,0.0009318257,0.0001143175,0.00007679419,0.0009513749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7440048,"threshold_uncertainty_score":0.999874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09411298791163132,"score_gpt":0.3785200366267855,"score_spread":0.2844070487151542,"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."}}