{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005420579,0.000354813,0.0004172354,0.0008634601,0.0002772631,0.0004188502,0.0002656833,0.0003587581,0.001152193],"category_scores_gemma":[0.002420049,0.000224445,0.0002898683,0.0005837632,0.0003314818,0.0003948667,0.0003745251,0.0004057524,0.0001747758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002542776,"about_ca_system_score_gemma":0.0002697953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002702318,"about_ca_topic_score_gemma":0.003143015,"domain_scores_codex":[0.9995372,0.0001042598,0.00006004567,0.00008926018,0.0001245231,0.00008467249],"domain_scores_gemma":[0.9983418,0.0004501149,0.0007819915,0.00006004631,0.0001297463,0.0002363085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000428071,0.000008616027,0.998637,0.000008642583,0.000007658402,0.0001776265,0.00005931184,0.00001048993,0.0002120685,0.000003195641,0.00002807312,0.0008044615],"study_design_scores_gemma":[0.00000180647,0.00006446108,0.998773,0.000002776185,0.000005672941,0.0009508564,0.0000851306,0.00003434208,0.00004246193,0.000002844794,0.00003537303,0.000001247892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999431,0.0002406157,0.00004439712,0.00001381454,0.000004737355,0.000004545579,0.0001099099,0.000003561832,0.0001474161],"genre_scores_gemma":[0.9996483,0.0001020405,0.00007202874,0.000007226277,0.000006388002,0.000005678139,0.0001252458,0.000001140153,0.00003198579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002702318,"threshold_uncertainty_score":0.00537312,"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."}}