{"id":"W2342579976","doi":"10.1183/13993003.01088-2015","title":"Endoscopy evaluation to predict oral appliance outcomes in obstructive sleep apnoea","year":2016,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Japan Society for the Promotion of Science; World Health Organization","keywords":"Medicine; Oral appliance; Supine position; Interquartile range; Airway; Polysomnography; Receiver operating characteristic; Anesthesia; Area under the curve; Surgery; Obstructive sleep apnea; Internal medicine; Apnea","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003740907,0.0002633542,0.0004040398,0.0005801126,0.0001527579,0.00006583119,0.0003549544,0.00005642997,0.000882275],"category_scores_gemma":[0.001858462,0.0001737838,0.0001345301,0.0004266309,0.0001487653,0.00041154,0.0001689596,0.0006073191,0.001114655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008082773,"about_ca_system_score_gemma":0.0001463464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002210494,"about_ca_topic_score_gemma":0.000007215425,"domain_scores_codex":[0.9954934,0.001267718,0.0006574929,0.0004802246,0.001422484,0.0006786699],"domain_scores_gemma":[0.9980155,0.0001520533,0.0001971565,0.0004843143,0.0005687778,0.0005821949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006749145,0.0001518332,0.5595669,0.00001407193,0.0001256461,0.0006150397,0.0002518751,0.00003516379,0.07661786,0.00007787136,0.0003833923,0.3614854],"study_design_scores_gemma":[0.007277428,0.000709235,0.9756263,0.0001698879,0.00005410639,0.0001500276,0.0001584932,0.00006765881,0.00585642,0.0001168944,0.009590789,0.000222714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831917,0.0001910291,0.003623249,0.0008404489,0.0005499164,0.0009529782,0.00001608113,0.00005083772,0.01058376],"genre_scores_gemma":[0.9967242,0.0000063579,0.001576705,0.0007235832,0.0005640843,0.00002965962,0.000001109457,0.00007958454,0.0002947535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4160594,"threshold_uncertainty_score":0.9996631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05485987903730284,"score_gpt":0.3513263491415632,"score_spread":0.2964664701042604,"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."}}