{"id":"W2994811106","doi":"10.2196/15364","title":"Medication Management Apps for Diabetes: Systematic Assessment of the Transparency and Reliability of Health Information Dissemination","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lee Kong Chian School of Medicine, Nanyang Technological University; Nanyang Technological University","keywords":"Android (operating system); Internet privacy; Android app; Health care; Transparency (behavior); mHealth; Computer science; App store; Audit; World Wide Web; Medicine; Business; Computer security; Accounting; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.183486,0.00113807,0.004389458,0.02973121,0.001344182,0.003918014,0.002211332,0.001865206,0.001391632],"category_scores_gemma":[0.5142838,0.001501199,0.00787163,0.0159923,0.002951243,0.006074772,0.006925577,0.002237763,0.0002632745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004131556,"about_ca_system_score_gemma":0.02170219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008445643,"about_ca_topic_score_gemma":0.01614695,"domain_scores_codex":[0.7721554,0.09665442,0.08310392,0.006146518,0.04033845,0.001601306],"domain_scores_gemma":[0.300079,0.5243989,0.09649508,0.01875203,0.05805216,0.002222894],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001394112,0.0002138507,0.09560911,0.5218961,0.0154627,0.0002168624,0.01709227,0.0004414719,0.0004877346,0.001128647,0.006942311,0.3391148],"study_design_scores_gemma":[0.001098322,0.00103593,0.1476416,0.7611585,0.0403197,0.0007082442,0.005390731,0.001472321,0.00134517,0.001339105,0.03815361,0.0003368797],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1737102,0.7459695,0.01312171,0.008236413,0.001209975,0.03334714,0.01548296,0.0004115533,0.008510496],"genre_scores_gemma":[0.6841664,0.2328259,0.03912374,0.002909132,0.0004918256,0.03204177,0.007613336,0.0001740997,0.0006538557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.816514,"threshold_uncertainty_score":0.9703782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03143626825184651,"score_gpt":0.4424470589615426,"score_spread":0.4110107907096961,"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."}}