{"id":"W2022504689","doi":"10.1016/j.otohns.2006.01.012","title":"Laryngeal Inflammation Assessed using the Reflux Finding Score in Obstructive Sleep Apnea","year":2006,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Royal Victoria Hospital; McGill University; Jewish General Hospital; Montreal General Hospital; St Mary's Hospital Centre","funders":"","keywords":"Medicine; Laryngopharyngeal reflux; Obstructive sleep apnea; Polysomnography; Reflex; Reflux; Inflammation; Gastroenterology; Internal medicine; Apnea; Sleep apnea; Apnea–hypopnea index; Larynx; Anesthesia; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008064006,0.0003279649,0.0004192858,0.0008194474,0.0001661158,0.0003508252,0.0001596121,0.0003727258,0.001511788],"category_scores_gemma":[0.003726248,0.0001416785,0.0002376928,0.0004150099,0.0002691346,0.0003679577,0.000403357,0.000255943,0.0001896438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001706636,"about_ca_system_score_gemma":0.0001440998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008357374,"about_ca_topic_score_gemma":0.001303263,"domain_scores_codex":[0.9995511,0.0001259279,0.00008470225,0.00005187264,0.0001327677,0.00005365565],"domain_scores_gemma":[0.9982159,0.0004313781,0.0008816328,0.00003137028,0.0002090974,0.0002306196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004194098,0.00003499139,0.9948861,0.00003178594,0.00005778779,0.0001651043,0.00005057502,0.0000722116,0.001070543,0.00000695913,0.00005228819,0.00315232],"study_design_scores_gemma":[0.00002485883,0.0005647527,0.9977381,0.00001112166,0.00004639244,0.0009119615,0.00007945092,0.000335586,0.0002076355,0.00001024,0.00006537643,0.000004401819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990175,0.0004185818,0.00007846179,0.00002172301,0.000004545307,0.00001442753,0.00006480494,0.000003751125,0.0003761785],"genre_scores_gemma":[0.9996266,0.00007960154,0.0001344517,0.00000713695,0.000007675516,0.000006658461,0.00007409002,5.067082e-7,0.00006325161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001511788,"threshold_uncertainty_score":0.005057395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320438393608337,"score_gpt":0.3146565902466029,"score_spread":0.2826127508857692,"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."}}