{"id":"W4310759661","doi":"10.22541/au.167035324.41591416/v1","title":"Obstructive sleep apnea screening in children with asthma","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Johns Hopkins University","keywords":"Obstructive sleep apnea; Medicine; Asthma; Body mass index; Polysomnography; Sleep apnea; Overweight; Apnea; Apnea–hypopnea index; Logistic regression; Obesity; Physical therapy; Hypopnea; Pediatrics; 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":[0.0009445173,0.0002655608,0.00026798,0.0009499282,0.0002963468,0.0002837075,0.0003321204,0.0004110993,0.002536566],"category_scores_gemma":[0.003282869,0.0001096156,0.0002228284,0.0008012326,0.000358112,0.0002987455,0.000441401,0.0006628793,0.0003962043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006912,"about_ca_system_score_gemma":0.0007887257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211053,"about_ca_topic_score_gemma":0.007923861,"domain_scores_codex":[0.9993303,0.0001936602,0.00009346557,0.00007238954,0.0002227912,0.00008744987],"domain_scores_gemma":[0.9987116,0.0002720195,0.000565432,0.00003235891,0.0002060508,0.0002125853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003072779,0.00003963678,0.991477,0.00009054175,0.000005652409,0.0001140939,0.00004844003,0.00002830785,0.0001608068,0.00002435095,0.0007951896,0.007185266],"study_design_scores_gemma":[0.000006063884,0.00009494172,0.9983352,0.00008102662,0.000007818997,0.0004699591,0.0001092236,0.0001080835,0.00008021923,0.00001979455,0.0006854366,0.000002267036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779729,0.005625647,0.0006132362,0.002352946,0.0001426262,0.0006976519,0.002624613,0.00005213218,0.009918357],"genre_scores_gemma":[0.994388,0.001746474,0.001312991,0.0004352664,0.00008043487,0.0003105319,0.001075053,0.00000413104,0.0006469634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006211053,"threshold_uncertainty_score":0.01234978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911249614418836,"score_gpt":0.2929655838857959,"score_spread":0.2738530877416075,"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."}}