{"id":"W4385558918","doi":"10.2196/45484","title":"User Evaluation of a Chat-Based Instant Messaging Support Health Education Program for Patients With Chronic Kidney Disease: Preliminary Findings of a Formative Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Taiwan Normal University","keywords":"Usability; Formative assessment; Kidney disease; Chatbot; Health literacy; Medicine; Disease; Intervention (counseling); Health communication; Health care; Medical education; Psychology; Family medicine; Computer science; Nursing; World Wide Web; Internal medicine; Communication","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":[0.0234873,0.001263724,0.001342511,0.001174877,0.00122652,0.001256429,0.001368288,0.001251561,0.002365289],"category_scores_gemma":[0.03944391,0.0006633031,0.001385521,0.000561154,0.001093152,0.001315269,0.001528963,0.001164046,0.0004995222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298411,"about_ca_system_score_gemma":0.001507035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001855385,"about_ca_topic_score_gemma":0.00251259,"domain_scores_codex":[0.9892941,0.007321993,0.0009865169,0.0006396425,0.001016858,0.0007409401],"domain_scores_gemma":[0.951732,0.03648411,0.001838442,0.002022695,0.005748697,0.002174124],"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":[0.02866987,0.2084229,0.1758482,0.004981654,0.0008468915,0.001422278,0.1631849,0.002470613,0.02548281,0.0003187011,0.002497456,0.3858538],"study_design_scores_gemma":[0.009975601,0.5091382,0.375848,0.00071962,0.001440695,0.0007245968,0.05297978,0.01022019,0.03112993,0.0004424029,0.006938063,0.0004429006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966726,0.00002888885,0.0009244621,0.00005275155,0.00002043022,0.001771588,0.0001398933,0.00003430943,0.0003550461],"genre_scores_gemma":[0.9786173,0.0001677959,0.01142589,0.0002339579,0.00009710533,0.007558634,0.0004224432,0.00002879042,0.0014481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0234873,"threshold_uncertainty_score":0.1242142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09729615177166893,"score_gpt":0.5336171243446042,"score_spread":0.4363209725729352,"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."}}