{"id":"W4213452922","doi":"10.3390/children9030306","title":"Trends in Diagnosing Obstructive Sleep Apnea in Pediatrics","year":2022,"lang":"en","type":"review","venue":"Children","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Polysomnography; Obstructive sleep apnea; Gold standard (test); Neurocognitive; Pediatrics; Physical examination; Physical therapy; Intensive care medicine; Modalities; Sleep (system call); Apnea; Cognition; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005186402,0.0006050645,0.002311486,0.003750397,0.00008223436,0.00003729502,0.0005143679,0.000416309,0.001593086],"category_scores_gemma":[0.0005847549,0.0005669646,0.000587867,0.004343014,0.0001288631,0.0001175795,0.0005424647,0.002819391,0.00007135487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778743,"about_ca_system_score_gemma":0.0001669932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001713016,"about_ca_topic_score_gemma":0.0000414677,"domain_scores_codex":[0.9959475,0.0004514513,0.0009341489,0.001024145,0.0008225479,0.00082023],"domain_scores_gemma":[0.9980822,0.0006121019,0.0002892966,0.0007544276,0.00003734263,0.0002246983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001693454,0.0002115017,0.0367751,0.001660289,0.0001054755,0.0003097488,0.0001600255,0.000001908693,3.503083e-8,0.00003716202,0.00006514775,0.9606566],"study_design_scores_gemma":[0.004829269,0.0004299299,0.2899367,0.003058898,0.001910888,0.001096669,0.0002073036,0.00005136776,0.000001638636,0.0001084755,0.6965953,0.001773585],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002323418,0.9922294,0.000003029866,0.00004105388,0.0003813311,0.001378095,0.0001615467,0.00005667654,0.003425445],"genre_scores_gemma":[0.0007575911,0.9962307,0.0001674292,0.00002554912,0.0006362005,0.0004296767,0.001447492,0.0001705404,0.0001348166],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9588831,"threshold_uncertainty_score":0.9996782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04303094303991076,"score_gpt":0.3527888736090835,"score_spread":0.3097579305691727,"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."}}