{"id":"W2170198189","doi":"10.2337/dc06-2101","title":"Benefits of Information Technology–Enabled Diabetes Management","year":2007,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Diabetes Management and Education","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Ottawa; Kaiser Permanente; Center for Information Technology; Massachusetts General Hospital; Robert Wood Johnson Foundation","keywords":"Medicine; Diabetes management; Disease management; Diabetes mellitus; Health care; Disease; Medical emergency; Intensive care medicine; Type 2 diabetes","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002412447,0.0001447667,0.0002409495,0.000773609,0.00005210072,0.00002003384,0.0001369309,0.0001062321,0.00005709961],"category_scores_gemma":[0.00005155672,0.0001395287,0.00007502732,0.0007540394,0.00005812611,0.0002804341,0.00008612105,0.00009436553,0.0002018696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008041176,"about_ca_system_score_gemma":0.00001394268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.730638e-7,"about_ca_topic_score_gemma":0.000001138971,"domain_scores_codex":[0.9988204,0.000005603075,0.0003506084,0.0001475022,0.0002573835,0.0004184742],"domain_scores_gemma":[0.9991561,0.00002581732,0.000144877,0.000352582,0.000245526,0.00007506727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008868946,0.00005444886,0.7600317,0.001047269,0.0001045028,3.560529e-7,0.0003853177,0.00001437104,0.0002675846,0.002539169,0.001315774,0.2342306],"study_design_scores_gemma":[0.001074506,0.0002419585,0.9142129,0.000408024,0.0002695891,1.089048e-7,0.00608262,0.00003308913,0.05787921,0.0003909305,0.01920409,0.0002029605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959444,0.000627811,0.00002550507,0.000305857,0.0002819478,0.0005380138,0.00001075692,0.0001474602,0.03861865],"genre_scores_gemma":[0.996814,0.00003105812,0.002074926,0.0004046111,0.00006378458,0.0000414553,0.0003347069,0.00001458784,0.0002208566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2340277,"threshold_uncertainty_score":0.5689816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005649250922249247,"score_gpt":0.2229886952159872,"score_spread":0.2173394442937379,"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."}}