{"id":"W4391229297","doi":"10.3233/shti230957","title":"Digital Therapeutics for COPD Patient Self-Management: Needs Analysis and Design Study","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Ottawa; Dalhousie University","funders":"","keywords":"COPD; Pulmonary disease; Medicine; Psychological intervention; Self-management; Qualitative research; Digital health; Intensive care medicine; Health care; Computer science; Nursing; Internal medicine","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":[0.02291746,0.0005563161,0.000938222,0.003580265,0.004273862,0.001816761,0.000968016,0.001647287,0.008836373],"category_scores_gemma":[0.02625709,0.0008086258,0.001256686,0.002329758,0.001497546,0.002476036,0.003522835,0.001587213,0.0008232751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006657074,"about_ca_system_score_gemma":0.01074221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003751782,"about_ca_topic_score_gemma":0.005213768,"domain_scores_codex":[0.9858491,0.009933325,0.0009572501,0.000451875,0.000984951,0.001823458],"domain_scores_gemma":[0.9760794,0.0172226,0.001421434,0.0006683892,0.003385961,0.001222161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002553436,0.02224401,0.1668394,0.004337212,0.0001883034,0.002174143,0.659632,0.0009200039,0.003012398,0.009673581,0.003216022,0.1252096],"study_design_scores_gemma":[0.001038702,0.01264707,0.09891754,0.001179268,0.0002376573,0.0009667182,0.8587961,0.002405565,0.002029301,0.003971865,0.01767438,0.0001357803],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828669,0.0002033025,0.002425415,0.001084015,0.00001668891,0.009339999,0.0004345084,0.0000118747,0.003617241],"genre_scores_gemma":[0.9520839,0.0004466514,0.01001257,0.001038075,0.00002439033,0.03373235,0.000330069,0.00001300254,0.002318897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02291746,"threshold_uncertainty_score":0.1212006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0687954107663464,"score_gpt":0.4417244650199083,"score_spread":0.3729290542535618,"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."}}