{"id":"W2933484898","doi":"10.2196/11017","title":"Enhanced Self-Efficacy and Behavioral Changes Among Patients With Diabetes: Cloud-Based Mobile Health Platform and Mobile App Service","year":2019,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan","keywords":"Mobile apps; Cloud computing; Self-efficacy; The Internet; Psychological intervention; mHealth; Internet privacy; Self-management; Promotion (chess); Psychology; Health promotion; Computer science; Medicine; World Wide Web; Public health; Nursing; Social psychology","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":[0.001161189,0.0001278831,0.0003286366,0.0004183274,0.0003625705,0.0006983185,0.0001363717,0.0003388836,0.00274429],"category_scores_gemma":[0.003563122,0.00007545335,0.0005374042,0.0004178187,0.000151233,0.0004246566,0.0004494667,0.0005252187,0.0001756208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792358,"about_ca_system_score_gemma":0.0007873058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001879841,"about_ca_topic_score_gemma":0.002511936,"domain_scores_codex":[0.9995338,0.0001525954,0.00004371414,0.00005691332,0.00009354373,0.0001194605],"domain_scores_gemma":[0.9986709,0.0006586926,0.0002243057,0.00003533422,0.0001295577,0.0002812206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008975221,0.01591946,0.7759482,0.0004125041,0.0003110385,0.0003550405,0.00119441,0.00070795,0.002666706,0.0002520152,0.001348225,0.1919093],"study_design_scores_gemma":[0.0009525677,0.01490337,0.976734,0.0001041433,0.0004177307,0.000270536,0.001211716,0.002886394,0.001004138,0.0001588025,0.001328959,0.00002754473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989302,0.0001321185,0.00006514813,0.000106204,0.000009589731,0.00004612026,0.00005743012,0.000004347002,0.0006489084],"genre_scores_gemma":[0.9994265,0.00009464227,0.000188676,0.00006522259,0.000008625125,0.00004351977,0.00004128972,8.96361e-7,0.0001306722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00274429,"threshold_uncertainty_score":0.009180546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750614015009364,"score_gpt":0.3451971713950481,"score_spread":0.3276910312449545,"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."}}