{"id":"W2146832784","doi":"10.1109/memea.2011.5966723","title":"Amplitude-based central apnea screening","year":2011,"lang":"en","type":"article","venue":"","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Élisabeth Bruyère Hospital; Carleton University","funders":"","keywords":"Sleep apnea; Apnea; Amplitude; Variance (accounting); Breathing; Estimator; SIGNAL (programming language); Acoustics; Computer science; Position (finance); Statistics; Medicine; Mathematics; Anesthesia; Optics; Physics","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":[0.0005333903,0.0003035846,0.0004256743,0.0007413671,0.0001971566,0.0004634775,0.0004154623,0.0004022083,0.001261284],"category_scores_gemma":[0.00363356,0.0001590259,0.0002068159,0.0003512472,0.0001195575,0.0003330561,0.0004327467,0.0002342832,0.0004860105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001287833,"about_ca_system_score_gemma":0.0002611505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008618052,"about_ca_topic_score_gemma":0.002020004,"domain_scores_codex":[0.9994931,0.0001048163,0.00003403767,0.0001142888,0.0002177577,0.00003591177],"domain_scores_gemma":[0.9986982,0.0005737098,0.0001422843,0.0001174752,0.000406587,0.00006166605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001364636,0.0003651509,0.04844058,0.0002867831,0.0001227321,0.0002413852,0.0001686373,0.006774375,0.3154297,0.0008504996,0.001553157,0.6244024],"study_design_scores_gemma":[0.0001316548,0.00197285,0.3269744,0.000086229,0.0002024287,0.003467066,0.0001901286,0.3980854,0.2634924,0.001247175,0.004012539,0.0001377227],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6345921,0.001087882,0.3566562,0.0001836768,0.0001161022,0.0002283053,0.0005645973,0.002261817,0.004309443],"genre_scores_gemma":[0.8630227,0.0003392774,0.1339789,0.00006308446,0.00004780229,0.00008031361,0.0003815982,0.00006096306,0.002025335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001261284,"threshold_uncertainty_score":0.004219472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07224688486058771,"score_gpt":0.3078809325787055,"score_spread":0.2356340477181177,"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."}}