{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01854678,0.001077346,0.0007295001,0.0007571251,0.0006070669,0.0007983639,0.001167021,0.001262987,0.0009741181],"category_scores_gemma":[0.03352787,0.0005301175,0.001364564,0.0004621342,0.00102539,0.0008548378,0.0009340708,0.0006750302,0.000479326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008101611,"about_ca_system_score_gemma":0.001254577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219606,"about_ca_topic_score_gemma":0.004537973,"domain_scores_codex":[0.9868833,0.006541367,0.001146745,0.001215865,0.003855119,0.0003576105],"domain_scores_gemma":[0.9571475,0.02063421,0.00596675,0.003554649,0.01164232,0.001054633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01985315,0.03671809,0.785102,0.001386325,0.001272116,0.0002992086,0.005170523,0.001773921,0.036486,0.000261308,0.0009872757,0.1106901],"study_design_scores_gemma":[0.00261768,0.1956344,0.7489926,0.0003050635,0.001143251,0.001065569,0.001441882,0.009231445,0.03581078,0.00009609424,0.003491424,0.0001698549],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948133,0.000214979,0.002693149,0.00004592108,0.00003491527,0.001163094,0.0002364914,0.00002480084,0.0007733469],"genre_scores_gemma":[0.982452,0.000330009,0.01413052,0.0001938835,0.00004599664,0.001039223,0.0008482468,0.00002981657,0.0009303836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01854678,"threshold_uncertainty_score":0.09808588,"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."}}