{"id":"W4412518588","doi":"10.2196/73584","title":"An mHealth App and System Architecture for Respiratory Disease Management: Design Principles, Tool Development, and Pilot Usability Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Centre for Research on Brain Language and Music; McGill University","funders":"","keywords":"Preprint; Usability; Test (biology); Architecture; Computer science; Human–computer interaction; Engineering; Embedded system; World Wide Web; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01186982,0.0009257606,0.0004841157,0.001240182,0.0008279372,0.001198841,0.001020933,0.001067304,0.001033865],"category_scores_gemma":[0.01546412,0.0006521785,0.0007082209,0.0004346129,0.0008755195,0.001745062,0.001214361,0.0008013147,0.0003001098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007247028,"about_ca_system_score_gemma":0.001835787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294838,"about_ca_topic_score_gemma":0.002015743,"domain_scores_codex":[0.9949549,0.002684975,0.0004992587,0.000389254,0.001168928,0.0003027372],"domain_scores_gemma":[0.9871224,0.007928925,0.0004177648,0.0005786306,0.003587655,0.0003647069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001997106,0.01570489,0.0757348,0.006460616,0.0002422485,0.003450425,0.0655008,0.006898629,0.1748465,0.004130345,0.004374854,0.6406588],"study_design_scores_gemma":[0.003486709,0.1489406,0.3746767,0.004924499,0.002248919,0.01524846,0.03194305,0.1113846,0.2163981,0.003644593,0.08625791,0.0008459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8890828,0.0005425907,0.09576473,0.0002393498,0.00004250028,0.01115642,0.0001263735,0.0006086669,0.002436498],"genre_scores_gemma":[0.6453338,0.000746874,0.3418921,0.0002520814,0.0000297464,0.008799576,0.0002819987,0.0001594744,0.002504289],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01186982,"threshold_uncertainty_score":0.06277436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921341585302904,"score_gpt":0.5204831027964923,"score_spread":0.328348944266202,"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."}}