{"id":"W4200434760","doi":"10.1109/tbme.2021.3138965","title":"High Frequency-Low Amplitude Oscillometry: Continuous Unobtrusive Monitoring of Respiratory Function on PAP Machines","year":2021,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Atlantic Canada Opportunities Agency","keywords":"Medicine; Context (archaeology); Breathing; Airway; Cardiology; Apnea; Polysomnography; Obstructive sleep apnea; Internal medicine; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002322463,0.0002706326,0.0004824759,0.0006902451,0.00009282588,0.00002070093,0.0001207922,0.0002402544,0.0002971379],"category_scores_gemma":[0.0001751797,0.0002553209,0.0002012227,0.001219909,0.0001440353,0.00009177045,0.00000405936,0.0008155612,0.00003796639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002873714,"about_ca_system_score_gemma":0.00009900214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004734742,"about_ca_topic_score_gemma":0.000001813008,"domain_scores_codex":[0.9976188,0.00005559748,0.0004661864,0.0004622949,0.0009691888,0.0004279601],"domain_scores_gemma":[0.9985634,0.0002893555,0.00006585705,0.000451719,0.0002666218,0.0003630201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002739666,0.0007266756,0.0007012918,0.0003409113,0.0005028184,0.0002413843,0.00007768376,0.003644621,0.9218001,0.0002018324,0.00001247622,0.07147621],"study_design_scores_gemma":[0.004744073,0.002090825,0.03244811,0.0009418269,0.0003005375,0.00008466368,0.0002576784,0.003274396,0.9541437,0.00005514991,0.001105071,0.0005539487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7021649,0.000194419,0.2941985,0.000257318,0.002562223,0.0002690554,0.00007291663,0.0001887958,0.0000919107],"genre_scores_gemma":[0.9958889,0.0000396809,0.003421852,0.00007466568,0.0003609821,0.00005578933,0.00001247136,0.00006017272,0.00008552374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.293724,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467369571199514,"score_gpt":0.2679600946681484,"score_spread":0.2532863989561532,"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."}}