{"id":"W3168031824","doi":"10.2196/17431","title":"Health Internet Technology for Chronic Conditions: Review of Diabetes Management Apps","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Disease management; Diabetes mellitus; Self-management; App store; Medicine; Disease; Popularity; The Internet; Internet privacy; Diabetes management; Health management system; Type 2 diabetes; Computer science; World Wide Web; Psychology; Alternative medicine; Psychological intervention; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.0008571289,0.0001951031,0.0007382896,0.0002171559,0.0004078942,0.000003693102,0.0002722416,0.0001876479,0.0007857265],"category_scores_gemma":[0.0001894087,0.0001911479,0.0001254239,0.0007341604,0.0001071876,0.00005889542,0.0001687274,0.0003770913,0.0001971041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448393,"about_ca_system_score_gemma":0.00103126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005998418,"about_ca_topic_score_gemma":0.00004010957,"domain_scores_codex":[0.9967865,0.0002576025,0.001278101,0.0004652101,0.0001737433,0.001038789],"domain_scores_gemma":[0.9974231,0.0005158244,0.0006650862,0.0007329471,0.0003950198,0.0002680427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004017929,0.0002947564,0.02697061,0.2492081,0.0001038238,4.818897e-7,0.00007929384,5.799159e-7,0.0001665836,0.109016,0.4881823,0.1259734],"study_design_scores_gemma":[0.0009686255,0.0002254879,0.006117282,0.02382916,0.00004166775,2.175476e-7,0.0001916319,0.00006498629,0.0003820995,0.005557311,0.9624554,0.0001661648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[0.05248358,0.6904476,0.001069695,0.1905314,0.001888432,0.05001008,0.001562172,0.0009595222,0.01104751],"genre_scores_gemma":[0.206862,0.2268698,0.01034595,0.09423313,0.0009397126,0.4464396,0.004083666,0.0002088159,0.01001738],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.474273,"threshold_uncertainty_score":0.8603154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763195946747547,"score_gpt":0.4327598325279264,"score_spread":0.4051278730604509,"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."}}