{"id":"W2145295631","doi":"10.2196/mhealth.3988","title":"Diabetes Text-Message Self-Management Support Program (SMS4BG): A Pilot Study","year":2015,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Waitemata District Health Board","keywords":"Glycemic; Medicine; Short Message Service; Usability; Self-management; mHealth; Diabetes mellitus; Type 2 diabetes; Diabetes management; Mobile phone; Intervention (counseling); Patient satisfaction; Physical therapy; Family medicine; Nursing; Psychological intervention; Computer science","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004723276,0.0006132022,0.001045143,0.0004781424,0.002389529,0.00004590615,0.0004902423,0.0002559712,0.00019779],"category_scores_gemma":[0.00009604818,0.000550806,0.00006223131,0.00107009,0.0001301395,0.0002637197,0.0003581739,0.001535197,0.0009395602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008006339,"about_ca_system_score_gemma":0.003389268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000566913,"about_ca_topic_score_gemma":0.000501292,"domain_scores_codex":[0.9909734,0.001362069,0.002215055,0.001312529,0.0009253373,0.003211577],"domain_scores_gemma":[0.9921142,0.000408692,0.0009084897,0.001243999,0.0004092357,0.004915339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001283381,0.01584168,0.4845327,0.01978777,0.0001415052,0.00004495709,0.0152668,0.000003090883,0.000002365358,0.01381191,0.2143374,0.2349465],"study_design_scores_gemma":[0.01017776,0.01488829,0.3164881,0.0001926278,0.0002310914,0.000006738804,0.01212443,0.0002501658,5.020761e-7,0.001094761,0.6439145,0.0006310723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9071525,0.001448647,0.00006009595,0.008644154,0.001530309,0.04306182,0.0001031891,0.00239156,0.0356077],"genre_scores_gemma":[0.9207606,0.001509255,0.003024483,0.01101282,0.0008157627,0.06065197,0.0001449248,0.0001276363,0.001952525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4295771,"threshold_uncertainty_score":0.9998384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019882061884019,"score_gpt":0.4686784664985417,"score_spread":0.3666902603101397,"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."}}