{"id":"W4297907253","doi":"10.3389/fphys.2022.978332","title":"Understanding the fundamentals of oscillometry from a strip of lung tissue","year":2022,"lang":"en","type":"review","venue":"Frontiers in Physiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval","keywords":"Spirometry; Context (archaeology); Lung; Medicine; Cardiology; Intensive care medicine; Computer science; Internal medicine; Asthma","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001473969,0.001418287,0.001154513,0.003016989,0.0004465511,0.003005353,0.00146411,0.003039201,0.004301912],"category_scores_gemma":[0.001769313,0.0003406532,0.0008975031,0.002294791,0.003701718,0.005778257,0.001612821,0.002800917,0.003976785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115045,"about_ca_system_score_gemma":0.001558453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433633,"about_ca_topic_score_gemma":0.001842992,"domain_scores_codex":[0.9992576,0.0001453208,0.0001056218,0.0001581755,0.0002922491,0.00004102192],"domain_scores_gemma":[0.9992623,0.0003966408,0.0001067996,0.00004213228,0.0001628514,0.00002924371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007227193,0.00005307727,0.0004738062,0.0281525,0.00007566193,0.0003896655,0.001066274,0.0006221933,0.006442499,0.1022475,0.05777834,0.8026263],"study_design_scores_gemma":[0.000007301054,0.00007444958,0.001251339,0.00379076,0.00003304349,0.0009846991,0.0002356783,0.0001625144,0.0008790742,0.02472344,0.9678127,0.00004504894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005408553,0.9731364,0.00883976,0.004626066,0.002741712,0.00003694644,0.0002462606,0.0001024906,0.00972958],"genre_scores_gemma":[0.009478991,0.9717704,0.006842939,0.003040413,0.002785588,0.00009409239,0.0003166534,0.00003215438,0.005638761],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004301912,"threshold_uncertainty_score":0.0143913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09751444438330927,"score_gpt":0.3654112733829697,"score_spread":0.2678968289996604,"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."}}