{"id":"W4387296354","doi":"10.1002/ppul.26712","title":"Identification of obstructive sleep apnea in children with obesity: A cluster analysis approach","year":2023,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Children's Hospital of Eastern Ontario; Queen's University; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Obstructive sleep apnea; Body mass index; Obesity; Internal medicine; Cohort; Polysomnography; Cluster (spacecraft); Sleep apnea; Pediatrics; Apnea; Prospective cohort study; Cohort study","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":[0.002675211,0.0006733798,0.0008751992,0.005079738,0.001048932,0.001346939,0.0008814113,0.0004006254,0.001177116],"category_scores_gemma":[0.004296166,0.0002788826,0.001536847,0.00243291,0.0004351385,0.0004147385,0.001166525,0.0005985131,0.0002177349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026851,"about_ca_system_score_gemma":0.001780276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01496126,"about_ca_topic_score_gemma":0.01830047,"domain_scores_codex":[0.9986022,0.0005259752,0.0001649157,0.0003225695,0.0002446214,0.0001397547],"domain_scores_gemma":[0.9980626,0.0006969603,0.0004400301,0.0001357462,0.0004407573,0.000223899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000790557,0.0002425895,0.9480739,0.0002034016,0.0008712904,0.0002898299,0.001144272,0.00375213,0.002142361,0.0004798159,0.001605256,0.04040463],"study_design_scores_gemma":[0.00009418782,0.0004465498,0.9286529,0.000162837,0.0006729246,0.0008262929,0.004275787,0.05966229,0.001101644,0.001978939,0.002044207,0.00008126391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684923,0.000769998,0.02712453,0.000359525,0.00004554156,0.0006590232,0.001315421,0.0001359939,0.00109768],"genre_scores_gemma":[0.9590739,0.000230639,0.03851411,0.00003191278,0.00003234246,0.0003250602,0.0014884,0.00002691604,0.0002766863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01496126,"threshold_uncertainty_score":0.02974838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132204203771097,"score_gpt":0.2667887262954019,"score_spread":0.2554666842576909,"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."}}