{"id":"W2899258524","doi":"10.2196/diabetes.8645","title":"Improved Diabetes Care Management Through a Text-Message Intervention for Low-Income Patients: Mixed-Methods Pilot Study","year":2018,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California Berkeley","keywords":"Diabetes mellitus; Psychological intervention; Intervention (counseling); Diabetes management; Medicine; Text messaging; Text message; Gerontology; Type 2 diabetes; Nursing; Computer science; Internet privacy","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":[0.0006309461,0.0004071946,0.0005522499,0.0002922296,0.0002407546,0.0001446955,0.0003061671,0.00007260512,0.0001805216],"category_scores_gemma":[0.0001438433,0.0003686076,0.0002269438,0.0004692872,0.000130678,0.0004267617,0.0002703991,0.0001426175,0.0001797181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156041,"about_ca_system_score_gemma":0.00001670869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007682946,"about_ca_topic_score_gemma":0.00001449169,"domain_scores_codex":[0.9973785,0.0001684705,0.0006316649,0.0007277073,0.0003166081,0.0007770685],"domain_scores_gemma":[0.9982358,0.0001528005,0.0002773845,0.0007448957,0.0004522045,0.0001369079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002086539,0.007364038,0.6871359,0.003757333,0.0009206245,7.141794e-7,0.002488317,3.830293e-7,0.001437067,0.0001402821,0.00726364,0.2892831],"study_design_scores_gemma":[0.00972229,0.02259605,0.9356577,0.000904928,0.0009711611,3.175993e-8,0.007427697,0.0004676685,0.0104403,0.001025433,0.01013002,0.0006567526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871232,0.0002276551,0.000412986,0.0001459998,0.001790002,0.006452374,0.00003237623,0.0002515234,0.003563904],"genre_scores_gemma":[0.9833848,0.000005253728,0.01014028,0.0004153261,0.0005610035,0.003573849,0.0003873295,0.00009280667,0.00143934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2886263,"threshold_uncertainty_score":0.9998766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439158500808103,"score_gpt":0.3423673883411053,"score_spread":0.3279758033330243,"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."}}