{"id":"W4391771621","doi":"10.1016/j.sleep.2023.11.230","title":"Pediatric obstructive sleep apnea screening and management practices among Brazilian Dental Specialists","year":2024,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Obstructive sleep apnea; Medicine; Dental anomalies; Dentistry; Family medicine; Medical emergency; Intensive care medicine; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007979925,0.0004322089,0.0005824573,0.0009853164,0.0002191542,0.0001174476,0.0002476782,0.0001640326,0.0009588056],"category_scores_gemma":[0.0005884372,0.0003505149,0.0001217825,0.001262407,0.0007271466,0.0005739311,0.0003314402,0.0008037378,0.0001269706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002281372,"about_ca_system_score_gemma":0.00002116067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001772558,"about_ca_topic_score_gemma":0.00006819571,"domain_scores_codex":[0.9961166,0.0001358885,0.0005719475,0.001028431,0.001417564,0.0007295306],"domain_scores_gemma":[0.9980898,0.0003774203,0.0002365852,0.0005138168,0.0001714309,0.0006108882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005845656,0.0001924464,0.5664284,0.002815357,0.001486621,0.006358614,0.002158152,0.000006334365,0.001060653,0.00426311,0.002151975,0.4124938],"study_design_scores_gemma":[0.004434858,0.0007304878,0.9671834,0.0004528037,0.00199491,0.0007578448,0.005444447,0.007379917,0.000364229,0.0003892886,0.01035769,0.0005100985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470432,0.009705272,0.002759871,0.003775829,0.002042985,0.001833341,0.00002234646,0.0003914194,0.03242578],"genre_scores_gemma":[0.991385,0.0006662009,0.002627643,0.0002286689,0.003930758,0.00007568434,0.00008048982,0.0001000327,0.0009054727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4119837,"threshold_uncertainty_score":0.9999545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305043374648549,"score_gpt":0.3295525191731919,"score_spread":0.3065020854267064,"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."}}