{"id":"W2609723698","doi":"10.1093/sleepj/zsx050.447","title":"0448 CLINICAL VALIDATION OF A DIAGNOSTIC PATCH FOR THE DETECTION OF SLEEP APNEA","year":2017,"lang":"en","type":"article","venue":"SLEEP","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Michigan Institute for Clinical and Health Research; Reseau canadien de recherche respiratoire; Ontario Ministry of Health and Long-Term Care; National Heart, Lung, and Blood Institute; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Polysomnography; Receiver operating characteristic; Apnea; Likelihood ratios in diagnostic testing; Sleep apnea; Hypopnea; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002994716,0.0003843619,0.0003500064,0.0007983989,0.000252281,0.0004775756,0.0004017678,0.0006249261,0.00149908],"category_scores_gemma":[0.008049882,0.0001898825,0.0003027742,0.0003401628,0.0003447597,0.0003354982,0.0003267724,0.0001984408,0.001021641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001260319,"about_ca_system_score_gemma":0.0001687897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005792491,"about_ca_topic_score_gemma":0.0007111419,"domain_scores_codex":[0.9982935,0.0006137759,0.0002320984,0.0002900826,0.0004902196,0.00008040713],"domain_scores_gemma":[0.9956956,0.00186518,0.0005577161,0.0003793057,0.001243585,0.0002585215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001322172,0.0001827327,0.9653623,0.00007351353,0.00006223236,0.0003095304,0.0001627541,0.0001426718,0.01647383,0.0000284357,0.0002821913,0.0155977],"study_design_scores_gemma":[0.00005375946,0.002145948,0.9874198,0.00002496226,0.00006337676,0.002056903,0.0001639093,0.00239809,0.004776943,0.00002048141,0.0008660457,0.000009911476],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963167,0.0004434719,0.001451497,0.00001990559,0.00004309488,0.00009336259,0.0001781804,0.00003084926,0.001422968],"genre_scores_gemma":[0.9970688,0.0001043482,0.002170416,0.00002345544,0.00002689079,0.00004773305,0.0002942539,0.000006242981,0.0002579765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002994716,"threshold_uncertainty_score":0.01583779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05607382599827856,"score_gpt":0.3845397837466696,"score_spread":0.3284659577483911,"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."}}