{"id":"W4407960595","doi":"10.2196/58556","title":"Preferences for Mobile App Features to Support People Living With Chronic Heart Diseases: Discrete Choice Study","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; mHealth; Gerontology; Medicine; Psychology; Internet privacy; Computer science; World Wide Web; Psychological intervention; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005928099,0.0002888842,0.0005471616,0.0008237337,0.0009348299,0.001300859,0.0002878463,0.0009067303,0.003474953],"category_scores_gemma":[0.01220929,0.0003884725,0.001004616,0.000732629,0.0005780297,0.001103815,0.0007923715,0.0009802562,0.0004503407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004989214,"about_ca_system_score_gemma":0.0006537882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002283542,"about_ca_topic_score_gemma":0.004366931,"domain_scores_codex":[0.9979112,0.001029936,0.0002609551,0.0002102364,0.0003175179,0.0002702046],"domain_scores_gemma":[0.9924797,0.004456757,0.001422085,0.0002023064,0.0006197419,0.0008193745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00174891,0.006671752,0.9229274,0.0004072993,0.0002124033,0.0004972069,0.04257505,0.0004376028,0.001232664,0.0005053799,0.0007395881,0.02204483],"study_design_scores_gemma":[0.0004201063,0.009944818,0.8957079,0.0002835899,0.0001707848,0.0006950962,0.08090996,0.006406193,0.0008029789,0.001165366,0.003353418,0.0001397943],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993622,0.00002880862,0.0001614811,0.00004738626,0.00000225854,0.000107416,0.00007876849,8.218285e-7,0.0002108265],"genre_scores_gemma":[0.9984889,0.00007154916,0.000661999,0.0001075979,0.000006662704,0.0002744157,0.0001019434,0.000001334882,0.0002855486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005928099,"threshold_uncertainty_score":0.03135115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04001182637801246,"score_gpt":0.4616387550263433,"score_spread":0.4216269286483308,"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."}}