{"id":"W954014164","doi":"10.1155/2014/271061","title":"The Utility of a Portable Sleep Monitor to Diagnose Sleep‐Disordered Breathing in a Pediatric Population","year":2014,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Medicine; Sleep (system call); Sleep disordered breathing; Breathing; Polysomnography; Population; Sleep apnea syndromes; Intensive care medicine; Anesthesia; Electroencephalography; Obstructive sleep apnea; Psychiatry; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.001942418,0.0001541335,0.0002994859,0.0007951721,0.0003457195,0.00007319151,0.000259253,0.0001195615,0.0001754231],"category_scores_gemma":[0.002308271,0.0001247836,0.0001013523,0.0007409361,0.00005901842,0.0001505651,0.00003521885,0.0006724626,0.0000173082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005106847,"about_ca_system_score_gemma":0.0003648327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0200511,"about_ca_topic_score_gemma":0.08898467,"domain_scores_codex":[0.997646,0.0003265963,0.0005935369,0.0002405129,0.0005371364,0.0006562055],"domain_scores_gemma":[0.9977213,0.0002297376,0.0001707486,0.0004091693,0.0003412689,0.001127779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008812048,0.00003329638,0.9281483,0.0000317324,0.00002055334,0.0001215136,0.0001976713,0.00005032594,0.0001326754,0.00006543873,0.0004019246,0.07070844],"study_design_scores_gemma":[0.001050569,0.0002079581,0.9921935,0.00003174644,0.00003271257,0.000060057,0.0002295418,0.001514711,0.0001331232,0.0002492267,0.004180043,0.0001168566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962433,0.0007819476,0.0001426623,0.0008791701,0.0003088505,0.0004585901,0.00001120361,0.000008894552,0.001165382],"genre_scores_gemma":[0.9988816,0.00001555522,0.000148616,0.0003654671,0.0005081349,0.00002083834,0.000002236032,0.00002842989,0.00002908878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07059158,"threshold_uncertainty_score":0.9864745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014316386750622,"score_gpt":0.2905049629828794,"score_spread":0.2703617991153732,"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."}}