{"id":"W4210975131","doi":"10.2196/29922","title":"Evaluation of mHealth Apps for Diverse, Low-Income Patient Populations: Framework Development and Application Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; The Internet; Internet privacy; Smoking cessation; Health equity; Health care; Patient portal; Business; Medicine; Computer science; World Wide Web; Nursing; Psychological intervention; Public health; Political science","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":[0.06751308,0.0009346327,0.0007013882,0.002317039,0.00147208,0.00286242,0.001827389,0.001097447,0.001723168],"category_scores_gemma":[0.08071738,0.000387463,0.002158795,0.00156525,0.001009411,0.001887313,0.00306417,0.00116749,0.0003363499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006875874,"about_ca_system_score_gemma":0.02338797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01642842,"about_ca_topic_score_gemma":0.02479787,"domain_scores_codex":[0.9628618,0.02700747,0.002311972,0.000854757,0.005462038,0.001502045],"domain_scores_gemma":[0.9552194,0.02657718,0.00251869,0.001390897,0.01317202,0.00112181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002545737,0.01206888,0.08324946,0.02097513,0.0009592415,0.0009398062,0.02979131,0.01222443,0.005779698,0.03029119,0.01493303,0.7862421],"study_design_scores_gemma":[0.01118556,0.06122562,0.2346187,0.08081142,0.008575082,0.002114265,0.08583365,0.154498,0.03739036,0.01545192,0.3074408,0.0008546534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6737651,0.006004615,0.08909434,0.005245365,0.0002150636,0.1909205,0.003515942,0.0006704764,0.03056859],"genre_scores_gemma":[0.576774,0.00410528,0.3401992,0.0009132806,0.00004261963,0.07326689,0.002462834,0.00007995289,0.002155921],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06751308,"threshold_uncertainty_score":0.3570476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2541536109522827,"score_gpt":0.5834312671463485,"score_spread":0.3292776561940658,"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."}}