{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00206138,0.0007547159,0.001590172,0.01105032,0.0004990315,0.001703208,0.001005347,0.001131919,0.005278321],"category_scores_gemma":[0.00726555,0.0004069971,0.001812376,0.009858035,0.0004476323,0.002099267,0.001099642,0.001323833,0.0009628802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009191648,"about_ca_system_score_gemma":0.003200945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003526584,"about_ca_topic_score_gemma":0.007008789,"domain_scores_codex":[0.9986823,0.0002810232,0.0003878857,0.0001274995,0.000450663,0.00007070427],"domain_scores_gemma":[0.9892938,0.007950536,0.001205204,0.0001001062,0.001229024,0.0002214709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009435562,0.0000666372,0.0009507204,0.1328019,0.0002684015,0.0001124833,0.000237368,0.0001057092,0.0002776675,0.000688585,0.02010628,0.8442899],"study_design_scores_gemma":[0.00009517241,0.0003641751,0.01599633,0.353336,0.003018673,0.0020643,0.0005747195,0.0003517484,0.0004289452,0.001165407,0.6225296,0.00007498533],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003338593,0.9976762,0.00009270867,0.0004978818,0.0001742497,0.00003633329,0.0001093989,0.00001098389,0.00106844],"genre_scores_gemma":[0.001362874,0.9975361,0.0002997436,0.0003001,0.000165739,0.00003983719,0.0001060879,0.000003282243,0.0001863249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01105032,"threshold_uncertainty_score":0.01765776,"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."}}