{"id":"W2295782659","doi":"10.1109/embc.2015.7320174","title":"Pulse oximetry recorded from the Phone Oximeter for detection of obstructive sleep apnea events with and without oxygen desaturation in children","year":2015,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; University of British Columbia","keywords":"Pulse oximetry; Apnea; Obstructive sleep apnea; Medicine; Pulse (music); Sleep apnea; Cardiology; Anesthesia; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000808357,0.0005466539,0.0004804575,0.001156263,0.0002065036,0.0003271539,0.0002417799,0.0003512492,0.001278813],"category_scores_gemma":[0.002558031,0.0002571944,0.0004020379,0.0006219918,0.0001786026,0.0002925146,0.0004150949,0.0004413076,0.0003148711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721055,"about_ca_system_score_gemma":0.00030048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492763,"about_ca_topic_score_gemma":0.002918586,"domain_scores_codex":[0.9993441,0.0002029552,0.00009520241,0.0001506609,0.000152559,0.00005454853],"domain_scores_gemma":[0.9992071,0.0003239512,0.0001943224,0.00004578229,0.0001680667,0.00006091287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005663345,0.0001806938,0.9156718,0.000343059,0.00009243983,0.000712516,0.0005350984,0.0003618458,0.01670938,0.00009002916,0.0005590941,0.06417774],"study_design_scores_gemma":[0.00002312483,0.0006548407,0.9882555,0.00005126492,0.0000729008,0.001305405,0.0002877047,0.002927569,0.005422983,0.00004718577,0.000931575,0.000020042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888147,0.0009127286,0.007340659,0.00005804858,0.00003395641,0.0002442685,0.001132527,0.00008318446,0.001380006],"genre_scores_gemma":[0.9806637,0.0007327386,0.01700262,0.0000638153,0.00002932654,0.0004344824,0.0005928191,0.00002137137,0.0004590889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001492763,"threshold_uncertainty_score":0.004278064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02008641506234043,"score_gpt":0.2761560854799695,"score_spread":0.2560696704176291,"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."}}