{"id":"W2745553531","doi":"10.2196/diabetes.8030","title":"Digital Health for Medication Adherence in Adult Diabetes or Hypertension: An Integrative Review","year":2017,"lang":"en","type":"review","venue":"JMIR Diabetes","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of South Carolina","keywords":"Medication adherence; Diabetes mellitus; Medicine; Digital health; Intensive care medicine; Internal medicine; Health care; Endocrinology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005780748,0.0005687823,0.003386139,0.0001987817,0.0001385023,0.00007849401,0.000651757,0.0002984823,0.0003239757],"category_scores_gemma":[0.002541331,0.0003476408,0.0003852851,0.0003272108,0.0002102573,0.0003752043,0.00006700597,0.0005601845,0.0004061554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001792767,"about_ca_system_score_gemma":0.001785427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000478632,"about_ca_topic_score_gemma":0.00001239838,"domain_scores_codex":[0.9967005,0.0001572786,0.001279927,0.000835814,0.0004482653,0.000578229],"domain_scores_gemma":[0.9960206,0.0004942199,0.001356186,0.001294368,0.000376281,0.0004583582],"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":[0.000005905151,0.0001829196,0.0001932221,0.07915313,0.00005545134,0.000002785475,0.00002475415,1.356997e-9,2.201771e-7,0.00003050622,0.03249738,0.8878537],"study_design_scores_gemma":[0.0004100626,0.0007228693,0.0001227708,0.3140619,0.0001757713,0.000005780497,0.00002840922,0.00003067786,8.797223e-7,0.00004566886,0.6841323,0.0002628496],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003245037,0.9904904,0.00001014571,0.00197116,0.0002646168,0.006241634,0.0001512837,0.00008245414,0.0007558966],"genre_scores_gemma":[0.00003570675,0.9819984,0.0003507989,0.00400189,0.0003218835,0.007363733,0.002047951,0.00006192658,0.003817679],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8875909,"threshold_uncertainty_score":0.9998975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.187151045017867,"score_gpt":0.4586199985748647,"score_spread":0.2714689535569977,"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."}}