{"id":"W3109131069","doi":"10.2196/23477","title":"Effectiveness of Disease-Specific mHealth Apps in Patients With Diabetes Mellitus: Scoping Review","year":2020,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":174,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutsche Forschungsgemeinschaft; Strong","keywords":"mHealth; CINAHL; Medicine; Gestational diabetes; MEDLINE; Randomized controlled trial; Cochrane Library; Type 2 Diabetes Mellitus; Observational study; Telemedicine; Family medicine; Health care; Diabetes mellitus; Nursing; Pregnancy; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01406067,0.001564432,0.008724415,0.01088204,0.0008246161,0.003527888,0.002148437,0.002629363,0.003875325],"category_scores_gemma":[0.06016439,0.001158933,0.009718113,0.0102012,0.001066911,0.002424693,0.001775336,0.001453339,0.0002986202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003890031,"about_ca_system_score_gemma":0.009866798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007187476,"about_ca_topic_score_gemma":0.01440253,"domain_scores_codex":[0.9900287,0.003520653,0.004030987,0.0005328342,0.001645719,0.0002412199],"domain_scores_gemma":[0.9517764,0.0384263,0.006091321,0.0004870536,0.002912237,0.0003066862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003456145,0.00004787168,0.000808425,0.9210295,0.01061832,0.00008766315,0.0002237479,0.0001278765,0.0001087885,0.0001778554,0.0007574118,0.06566694],"study_design_scores_gemma":[0.00027577,0.000294157,0.002617128,0.9212454,0.06656878,0.000238105,0.0002583154,0.0001103677,0.0001969329,0.0001945888,0.007975009,0.00002533323],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00115777,0.997434,0.0001225634,0.0002085667,0.00009503548,0.0004395318,0.0001712199,0.000006732655,0.000364507],"genre_scores_gemma":[0.01524853,0.9826658,0.0006544907,0.0003736088,0.00007924039,0.0007222214,0.0001678774,0.00000510082,0.00008317685],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01406067,"threshold_uncertainty_score":0.07436085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09222981221480424,"score_gpt":0.4599433551502376,"score_spread":0.3677135429354333,"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."}}