{"id":"W4416288310","doi":"10.1080/24745332.2025.2577203","title":"Weighing for accuracy: Reducing inhaler waste and misclassification in a pulmonary function clinic","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fraser Health","funders":"","keywords":"Inhaler; Pulmonary function testing; Pulmonary disease; Lung function; Function (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08637968,0.00138733,0.001511445,0.00254916,0.003279996,0.002637621,0.004873551,0.002269118,0.004313574],"category_scores_gemma":[0.1623073,0.001295484,0.001606798,0.001878632,0.001557667,0.002891498,0.005937269,0.001879272,0.001009399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003747259,"about_ca_system_score_gemma":0.01180042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005744429,"about_ca_topic_score_gemma":0.007003879,"domain_scores_codex":[0.8859549,0.08091663,0.008539292,0.006124668,0.01595872,0.002505749],"domain_scores_gemma":[0.8535051,0.08167344,0.03083988,0.01406772,0.01273825,0.007175665],"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":[0.003878966,0.0184103,0.1839335,0.002137268,0.0003355642,0.000258954,0.01190414,0.003227835,0.003082711,0.0009323733,0.01335368,0.7585447],"study_design_scores_gemma":[0.006569958,0.04917128,0.8251278,0.004347207,0.001282006,0.000865433,0.008929837,0.05190801,0.01748092,0.006883548,0.02676562,0.0006682448],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8314322,0.001150813,0.1149902,0.01416995,0.0005740362,0.02633255,0.0007467063,0.002006001,0.008597439],"genre_scores_gemma":[0.7290717,0.0005312942,0.2459587,0.003231544,0.0003685972,0.01857382,0.0004078284,0.0001117911,0.001744723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08637968,"threshold_uncertainty_score":0.4568249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03240169640167551,"score_gpt":0.3335731886262283,"score_spread":0.3011714922245528,"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."}}