{"id":"W2884402978","doi":"10.2196/10776","title":"An mHealth Diabetes Intervention for Glucose Control: Health Care Utilization Analysis","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of General Medical Sciences; National Institute on Aging","keywords":"Medicine; mHealth; Medical prescription; Psychological intervention; Family medicine; Randomized controlled trial; Diabetes management; Health care; Type 2 diabetes; Diabetes mellitus; 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":[0.003955806,0.0007907983,0.001660738,0.001684178,0.0004764246,0.0005978112,0.0009137922,0.0006193801,0.003704021],"category_scores_gemma":[0.005491522,0.0003309819,0.003452872,0.002015654,0.0001968283,0.0006462479,0.001260076,0.0009201387,0.0002058817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184767,"about_ca_system_score_gemma":0.001650837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007836805,"about_ca_topic_score_gemma":0.005326582,"domain_scores_codex":[0.995749,0.002510555,0.0003691951,0.0003545716,0.0007199346,0.0002967887],"domain_scores_gemma":[0.9981167,0.000779412,0.0005504493,0.0001358198,0.0001766192,0.0002410218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2449374,0.03862997,0.4662018,0.003228751,0.01884595,0.0001709254,0.0005752323,0.004209471,0.001176228,0.000971311,0.01284109,0.2082119],"study_design_scores_gemma":[0.042927,0.02514721,0.9047915,0.0002388504,0.007866896,0.00008640828,0.0002913575,0.01495913,0.000759328,0.0005252859,0.002326131,0.00008095706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804834,0.0009501751,0.002459333,0.0004523537,0.00009057875,0.004160662,0.009834069,0.000160185,0.001409263],"genre_scores_gemma":[0.9714938,0.000478986,0.007755615,0.0002994572,0.0001506548,0.01091982,0.007797142,0.00002150723,0.0010831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007836805,"threshold_uncertainty_score":0.02092057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181419318785309,"score_gpt":0.4997078513084493,"score_spread":0.4178936581205962,"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."}}