{"id":"W2907493228","doi":"10.1109/tbme.2018.2890055","title":"Time-Varying Respiratory Mechanics as a Novel Mechanism Behind Frequency Dependence of Impedance: A Modeling Approach","year":2018,"lang":"en","type":"article","venue":"IEEE Transactions on Biomedical Engineering","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Time domain; Respiratory physiology; Frequency domain; Reactance; Elastance; Respiratory system; Electrical impedance; Mathematics; Mechanics; Statistical physics; Control theory (sociology); Physics; Mathematical analysis; Computer science; Medicine; Voltage; Artificial intelligence; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003815328,0.00024608,0.0003565054,0.0005034221,0.0001339943,0.00001158325,0.0001559784,0.0003170962,0.0001727188],"category_scores_gemma":[0.0000425429,0.0002292749,0.0001725184,0.0004296736,0.00009651483,0.0001311482,0.000003689693,0.0005230921,0.00008386291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001210123,"about_ca_system_score_gemma":0.0002931537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001927379,"about_ca_topic_score_gemma":5.100237e-7,"domain_scores_codex":[0.9980472,0.00002052031,0.0005291814,0.0003864693,0.0006815268,0.0003350943],"domain_scores_gemma":[0.9990261,0.0000508989,0.00007762933,0.0003425719,0.0001966734,0.0003061526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001020846,0.0004352789,1.720967e-7,0.0001800416,0.0001292936,0.00002087148,0.0005257624,0.03753347,0.9583129,0.00037383,0.00001077833,0.002375488],"study_design_scores_gemma":[0.001107878,0.0004500921,3.264836e-7,0.0002480265,0.00007243095,0.00008005455,0.00006968473,0.8654661,0.1321911,0.00002967987,0.0000812099,0.0002035016],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08286843,0.00006857527,0.9155067,0.00004254001,0.0005117235,0.0002901413,0.00002005055,0.0001863241,0.0005055725],"genre_scores_gemma":[0.9848796,0.00001436779,0.01438385,0.0003245382,0.0002328548,0.00003299778,0.000004239943,0.00005291178,0.00007465504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9020112,"threshold_uncertainty_score":0.9349558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233246284856913,"score_gpt":0.2553931967211745,"score_spread":0.2330607338726054,"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."}}