{"id":"W2987517766","doi":"10.2196/16424","title":"An Integrated mHealth App for Dengue Reporting and Mapping, Health Communication, and Behavior Modification: Development and Assessment of Mozzify","year":2019,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Dengue fever; Usability; Timeline; Public health; Health informatics; Medicine; Internet privacy; Psychology; Medical education; Computer science; Nursing; Psychological intervention","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01058394,0.0001642478,0.0004966162,0.0003691605,0.002117653,0.00002620621,0.0002015819,0.0001798792,0.00003053176],"category_scores_gemma":[0.000197688,0.000145598,0.00001838603,0.0004195474,0.000203663,0.0002902661,0.0001863307,0.001064053,0.000006391394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004142769,"about_ca_system_score_gemma":0.00299071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006215821,"about_ca_topic_score_gemma":0.0002489508,"domain_scores_codex":[0.9951771,0.00107847,0.002141488,0.000415931,0.000413184,0.0007737688],"domain_scores_gemma":[0.9950373,0.0009449549,0.00165714,0.0006376166,0.00110597,0.0006170233],"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":[0.000102505,0.0008004057,0.364169,0.01612809,0.00003535783,3.308679e-7,0.07347073,0.000003171752,0.0002763962,0.0611189,0.003811093,0.480084],"study_design_scores_gemma":[0.001469238,0.000454535,0.8719397,0.0006047551,0.000005197004,0.000005657112,0.02946786,0.004542005,0.00002870566,0.0005131603,0.09081583,0.000153356],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774864,0.001000117,0.004567077,0.002922883,0.00005814134,0.01303641,0.00007513247,0.00006480742,0.0007890075],"genre_scores_gemma":[0.943083,0.001571997,0.0327227,0.0002893396,0.00002704484,0.02172118,0.0003488565,0.00002622314,0.0002096821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5077707,"threshold_uncertainty_score":0.9991814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2798830213790502,"score_gpt":0.6056556974922293,"score_spread":0.3257726761131791,"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."}}