{"id":"W3204245419","doi":"10.2196/26556","title":"Effectiveness of the BreatheSuite Device in Assessing the Technique of Metered-Dose Inhalers: Validation Study","year":2021,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Metered-dose inhaler; Medicine; Asthma; Inhaler; COPD; Placebo; Pharmacy; Pulmonary disease; Physical therapy; Emergency medicine; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009272819,0.00009141228,0.0002311221,0.0001266441,0.00002426299,0.000008158248,0.00009606143,0.00008510018,0.00001478495],"category_scores_gemma":[0.0003183459,0.00005267086,0.00007866282,0.0007911953,0.00006269827,0.00005369943,0.00007045157,0.0002260624,6.932806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005475857,"about_ca_system_score_gemma":0.0001163879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009686761,"about_ca_topic_score_gemma":6.027341e-7,"domain_scores_codex":[0.9988946,0.000220556,0.0003143925,0.0001331028,0.0003300228,0.0001073424],"domain_scores_gemma":[0.9992224,0.000308244,0.0000750717,0.0002576933,0.00009893264,0.00003766734],"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":[0.0000252199,0.0005685741,0.009566696,0.0008896989,0.00006960924,0.00004948382,0.0005999199,0.0004823266,0.9851639,0.00003271077,0.000005064594,0.002546798],"study_design_scores_gemma":[0.001624127,0.0001302214,0.3507753,0.001980213,0.00007458468,0.00006711432,0.000760696,0.003226149,0.6409993,0.000005431535,0.0002451419,0.0001117437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966184,0.00008664034,0.002226349,0.00009336584,0.000126679,0.0007367428,0.000001933023,0.00002144978,0.00008840753],"genre_scores_gemma":[0.9996069,0.000002212988,0.0002247761,0.00002312513,0.00003521683,0.00007999778,0.000004411628,0.00001211225,0.00001126387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3441646,"threshold_uncertainty_score":0.2147855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641218734766715,"score_gpt":0.3161904289142125,"score_spread":0.2997782415665453,"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."}}