{"id":"W2054286482","doi":"10.1016/s1499-2671(09)31005-9","title":"Effectiveness of Diabetes Self-management Education Intervention Elements: A Meta-analysis","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":171,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Daewoo Shipbuilding & Marine Engineering","keywords":"Medicine; Psychological intervention; Intervention (counseling); Randomized controlled trial; Meta-analysis; Diabetes mellitus; Booster (rocketry); Type 2 diabetes; Research design; Family medicine; Physical therapy; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461577,0.0001880511,0.0008809219,0.001713625,0.00006003486,0.00005800794,0.0002017477,0.00005603133,0.0003889608],"category_scores_gemma":[0.0001046514,0.0001625041,0.001112264,0.001016578,0.00003766532,0.0002988497,0.000009548118,0.0001261803,0.000008698343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504038,"about_ca_system_score_gemma":0.0003090101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005848477,"about_ca_topic_score_gemma":0.00008708378,"domain_scores_codex":[0.9982768,0.0001780194,0.000719124,0.0001863007,0.0002886363,0.0003511485],"domain_scores_gemma":[0.9981818,0.00007486757,0.0005773925,0.0002918835,0.0004779892,0.0003961178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001900504,0.001631763,0.7239872,0.002047946,0.2211441,0.000004593926,0.0004379162,0.0001113798,0.0009211646,0.002368072,0.003658977,0.04366787],"study_design_scores_gemma":[0.0009985007,0.0009108161,0.7793019,0.000292519,0.2111106,3.052017e-7,0.0003228236,0.00009822871,0.002896852,0.002008364,0.001849508,0.0002095861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918205,0.00407446,0.00005983127,0.0007077248,0.0003538097,0.0004423753,0.000008016032,0.00001191948,0.002521344],"genre_scores_gemma":[0.9979311,0.00001038517,0.00128774,0.0003101962,0.00007160437,0.00002176157,0.00006143327,0.00001311964,0.000292629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0553147,"threshold_uncertainty_score":0.6626725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442669352691531,"score_gpt":0.2765991122041346,"score_spread":0.2621724186772193,"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."}}