{"id":"W7161768113","doi":"10.82308/42411","title":"Evaluation of measures used for diagnosis of obstructive sleep apnea in children","year":2008,"lang":"en","type":"dissertation","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obstructive sleep apnea; Polysomnography; Pulse oximetry; Pulse rate; Sleep apnea; Sleep (system call); Autonomic nervous system; Heart rate variability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006610763,0.0006259393,0.0006246275,0.002930121,0.0002679806,0.0006043899,0.0005648885,0.0004443138,0.001204835],"category_scores_gemma":[0.01581593,0.0001256411,0.0008404684,0.001793662,0.0004322673,0.0005334325,0.000447463,0.0005477364,0.0002632426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007645335,"about_ca_system_score_gemma":0.0008469986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210724,"about_ca_topic_score_gemma":0.002192737,"domain_scores_codex":[0.9941825,0.002215634,0.001191822,0.0002981914,0.001938709,0.0001731107],"domain_scores_gemma":[0.9886814,0.004474477,0.003739678,0.0002282772,0.002546149,0.0003299652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002319589,0.0001193452,0.9569301,0.0007282706,0.0002355362,0.000163228,0.0005584745,0.0001615755,0.00113257,0.0001871085,0.0006653803,0.03888642],"study_design_scores_gemma":[0.00002620699,0.001063615,0.9902678,0.0003307165,0.000178681,0.0008577276,0.0006949377,0.000413152,0.002435534,0.00006991698,0.003644055,0.00001766976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514529,0.01968514,0.005775549,0.0005754349,0.0002927755,0.001694933,0.005296546,0.0001055676,0.01512125],"genre_scores_gemma":[0.9751846,0.004564492,0.01595893,0.0001780327,0.0000738057,0.00202263,0.001254496,0.00002036851,0.0007425967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006610763,"threshold_uncertainty_score":0.03496146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04448341252510148,"score_gpt":0.3565935620279001,"score_spread":0.3121101495027986,"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."}}