{"id":"W2151087650","doi":"10.1093/qjmed/hct203","title":"Mobile phone health apps for diabetes management: Current evidence and future developments","year":2013,"lang":"en","type":"review","venue":"QJM","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Mobile apps; Mobile phone; Internet privacy; Diabetes management; Health management system; Mobile technology; Phone; Diabetes mellitus; Computer science; Business; Medicine; Mobile device; World Wide Web; Type 2 diabetes; Telecommunications; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001437452,0.0005741789,0.001874427,0.0002844397,0.001599207,0.00002297026,0.0004444142,0.0004509916,0.0002391259],"category_scores_gemma":[0.00005243266,0.0004639329,0.0001771902,0.0004706745,0.0000538654,0.0001310175,0.0002689969,0.001057201,0.001241176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005915549,"about_ca_system_score_gemma":0.002054664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002405955,"about_ca_topic_score_gemma":0.00001509256,"domain_scores_codex":[0.9947733,0.0005401331,0.001917895,0.0009359413,0.0002906799,0.001542096],"domain_scores_gemma":[0.9960023,0.0008101666,0.001331139,0.0007532536,0.0001697555,0.0009333731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001875083,0.00004060117,0.00002647284,0.198713,0.0000265729,8.766047e-8,0.0001281705,7.832964e-9,4.190154e-9,0.001106407,0.1136994,0.6862574],"study_design_scores_gemma":[0.0003594471,0.00007312587,0.00004781605,0.03472874,0.0001350835,6.394502e-7,0.0001197976,0.000002646501,1.423419e-8,0.0002043714,0.9640134,0.0003149091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002797452,0.958885,0.0001429327,0.0005377078,0.00213196,0.03741005,0.0002294883,0.0001485667,0.000511562],"genre_scores_gemma":[4.755259e-7,0.7756447,0.003251067,0.00124005,0.0009993933,0.2164189,0.0004903644,0.00008512455,0.001869953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.850314,"threshold_uncertainty_score":0.9997813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1597384627531709,"score_gpt":0.5157864800714295,"score_spread":0.3560480173182585,"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."}}