{"id":"W4362523928","doi":"10.1002/ppul.26404","title":"Night‐to‐night variability of polygraphy in children with sleep disordered breathing symptoms","year":2023,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Obstructive sleep apnea; Pediatrics; Epworth Sleepiness Scale; Sleep disordered breathing; Polysomnography; Apnea; Hypopnea; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006447202,0.000234199,0.0005942687,0.001659379,0.00005876158,0.000008825412,0.0003130205,0.0002226742,0.00009347232],"category_scores_gemma":[0.0005075408,0.0001924375,0.000100925,0.003764671,0.0001674749,0.00008657514,0.0002284251,0.0005043459,0.00009531176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116459,"about_ca_system_score_gemma":0.00009242042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004139682,"about_ca_topic_score_gemma":0.00003857909,"domain_scores_codex":[0.9974791,0.0002265035,0.0004705258,0.0006565105,0.0004197242,0.0007476314],"domain_scores_gemma":[0.9985451,0.0003074594,0.0001127963,0.0006674314,0.0001431844,0.000224072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002887725,0.0002695103,0.9907023,0.00006175481,0.0001272179,0.00005093817,0.000330473,0.00004620828,0.0004212231,0.0002739606,0.00003160285,0.00739602],"study_design_scores_gemma":[0.001837307,0.0005482415,0.995687,0.000006325909,0.000116864,0.00008812747,0.0000627679,0.0005674866,0.0001716476,0.0007060153,0.00003047514,0.0001777102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963157,0.0001537738,0.000381591,0.001182306,0.0001143158,0.0009973891,0.00003421104,0.0001428145,0.0006779517],"genre_scores_gemma":[0.9988115,0.00006190773,0.0006462864,0.00005007298,0.0002015048,0.0001019279,0.00005335799,0.0000352456,0.0000382356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007218309,"threshold_uncertainty_score":0.7847375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006977771360146444,"score_gpt":0.2587242337764759,"score_spread":0.2517464624163294,"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."}}