{"id":"W2772432440","doi":"","title":"A Piezoelectric Actuated Airwave Oscillometry Device","year":2013,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Spirometry; Acoustics; SIGNAL (programming language); Breathing; Medicine; Computer science; Biomedical engineering; Engineering; Electronic engineering; Asthma; Physics; Anesthesia","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":[0.0003487572,0.0004157868,0.0004279051,0.0005740082,0.0002849409,0.0004582959,0.0007129262,0.0007577441,0.003925949],"category_scores_gemma":[0.0004899351,0.0003301439,0.0003025272,0.0003859015,0.0002970689,0.0005559964,0.000591895,0.0005802004,0.001604356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942276,"about_ca_system_score_gemma":0.0003702166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001989935,"about_ca_topic_score_gemma":0.0002616242,"domain_scores_codex":[0.9993056,0.00006643313,0.00004246213,0.0001312892,0.0004198039,0.00003449606],"domain_scores_gemma":[0.9997979,0.00005081216,0.00004498403,0.00002441298,0.00005452321,0.00002756488],"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":[0.00009517268,0.0001123916,0.0005396818,0.0005323868,0.00001358198,0.0003556167,0.00008713968,0.0005056883,0.8177903,0.002906498,0.007159744,0.1699019],"study_design_scores_gemma":[0.0001438582,0.002229698,0.008945941,0.0002053793,0.0001175043,0.005964604,0.0000985905,0.02096425,0.576885,0.00130278,0.3829588,0.0001835387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1011607,0.009873402,0.8357008,0.001591287,0.003282035,0.00194262,0.001343187,0.005398636,0.03970727],"genre_scores_gemma":[0.5049356,0.005752183,0.4187208,0.001529249,0.0005579095,0.001476054,0.0007306247,0.0001649083,0.0661327],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003925949,"threshold_uncertainty_score":0.01313359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421154419396827,"score_gpt":0.2466778215117836,"score_spread":0.2324662773178153,"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."}}