{"id":"W4409874989","doi":"10.1055/a-2595-3329","title":"Evaluating Cost Savings Associated with a Patient-Facing Asthma Mobile Health Intervention","year":2025,"lang":"en","type":"article","venue":"Applied Clinical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Asthma; Psychological intervention; Health care; Emergency department; Telemedicine; Prednisone; Intervention (counseling); Disadvantaged; Emergency medicine; Medical emergency; Pediatrics; Family medicine; Internal medicine; Nursing","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":[0.004608343,0.0007674043,0.0006500392,0.001113166,0.0003088903,0.0008160123,0.0008053012,0.00088806,0.003663719],"category_scores_gemma":[0.0194871,0.0003492131,0.002155162,0.001084457,0.0003782654,0.001051495,0.0009961923,0.0008149687,0.0001675615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003176979,"about_ca_system_score_gemma":0.002480453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008829,"about_ca_topic_score_gemma":0.009751043,"domain_scores_codex":[0.9947547,0.003856977,0.0002820798,0.0002230097,0.0005062989,0.0003768634],"domain_scores_gemma":[0.9921089,0.005589942,0.001304665,0.0002151122,0.0004562481,0.0003251622],"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":[0.07493352,0.02104917,0.302837,0.003076833,0.008570395,0.0006272887,0.000605775,0.2130899,0.002604223,0.006345701,0.002672508,0.3635876],"study_design_scores_gemma":[0.01159354,0.1937949,0.5586103,0.001158982,0.01213443,0.0005277904,0.002054363,0.201934,0.006279587,0.004519497,0.007144069,0.0002485029],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915734,0.0008442426,0.001504694,0.0005284546,0.00004761088,0.001453864,0.001266442,0.00002017106,0.002761045],"genre_scores_gemma":[0.9955068,0.0003466514,0.002429464,0.000116994,0.00002142137,0.000808958,0.0003828902,0.000003233415,0.0003835473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008829,"threshold_uncertainty_score":0.02437156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161123977683359,"score_gpt":0.5426797833237766,"score_spread":0.4265673855554408,"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."}}