{"id":"W4405414207","doi":"10.1016/j.sleep.2024.12.016","title":"Prediction of severity of obstructive sleep apnea by awake impulse oscillometry","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pierre Elliott Trudeau Foundation","funders":"","keywords":"Obstructive sleep apnea; Medicine; Impulse (physics); Apnea; Sleep apnea; Cardiology; Audiology; Internal medicine","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":[0.001189743,0.0006211503,0.000367305,0.001407767,0.0001265536,0.0005375643,0.0002831082,0.0004019938,0.001312288],"category_scores_gemma":[0.004414958,0.0002069044,0.0005080693,0.0005567611,0.0001664927,0.0003981761,0.0003229032,0.0002994578,0.0003100584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009127188,"about_ca_system_score_gemma":0.0001379791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008067084,"about_ca_topic_score_gemma":0.001002378,"domain_scores_codex":[0.9993393,0.0002503701,0.00009699236,0.0001078593,0.0001601666,0.00004534661],"domain_scores_gemma":[0.9971166,0.001069056,0.001075983,0.000112477,0.000330196,0.0002957344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001501567,0.00003434415,0.9959235,0.00001720708,0.00005894542,0.00002328318,0.00001512294,0.0001785261,0.0004569564,0.000006350001,0.00005593346,0.003079706],"study_design_scores_gemma":[0.000006733322,0.0003044251,0.9967586,0.00001047408,0.00003816175,0.0001662817,0.00004060775,0.002370296,0.0002024424,0.00002524814,0.00007184847,0.00000476977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972519,0.0004733849,0.001011012,0.00003133796,0.0000137552,0.00003046663,0.0004754539,0.00004128299,0.0006713002],"genre_scores_gemma":[0.9985538,0.0001078961,0.0007663149,0.00001011077,0.00001634674,0.00001190279,0.0004283387,0.000002932288,0.0001023952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001407767,"threshold_uncertainty_score":0.006291986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896811674320241,"score_gpt":0.2927783865366296,"score_spread":0.2738102697934272,"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."}}