{"id":"W4391982462","doi":"10.5334/gh.1299","title":"Peer Support for Type 2 Diabetes Management in Low- and Middle-Income Countries (LMICs): A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Global Heart","topic":"Diabetes Management and Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Low and middle income countries; Type 2 diabetes; Diabetes mellitus; Developing country; Economic growth; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007777392,0.0003338593,0.001433284,0.0001584723,0.00003369232,0.00008253366,0.00009810577,0.0001224318,0.0000920834],"category_scores_gemma":[0.000083016,0.0002736027,0.0002214734,0.0005206873,0.00004323849,0.00007466882,0.0001304235,0.0001355976,0.0004434184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725846,"about_ca_system_score_gemma":0.0002358432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003290052,"about_ca_topic_score_gemma":0.000005987797,"domain_scores_codex":[0.9981557,0.00003293274,0.0006106345,0.0004671044,0.0003037557,0.0004298362],"domain_scores_gemma":[0.999324,0.00004626009,0.0001015423,0.0003136845,0.0001059918,0.0001085435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004814586,0.00002943694,0.0002774037,0.8811069,0.0001655574,0.000009857758,0.000006435841,1.102325e-8,8.099436e-10,0.0004464187,0.03445784,0.08349529],"study_design_scores_gemma":[0.0001103377,0.00006486706,0.0000503239,0.4566309,0.001717091,0.000004086873,0.000003818567,0.000001736809,1.868126e-8,0.00005995724,0.5412272,0.0001296812],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003744787,0.9889221,6.853703e-7,0.001169194,0.001001278,0.005130155,0.00005010945,0.00005903598,0.003629997],"genre_scores_gemma":[0.000004654867,0.9907211,0.000370124,0.00119639,0.0001958343,0.0005256357,0.0004637362,0.00003499657,0.006487546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5067693,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06067146913840109,"score_gpt":0.4074159120736613,"score_spread":0.3467444429352602,"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."}}