{"id":"W4406746586","doi":"10.1007/s11892-024-01574-y","title":"Contextualization of Diabetes: A Review of Reviews from Organisation for Economic Co-operation and Development (OECD) Countries","year":2025,"lang":"en","type":"review","venue":"Current Diabetes Reports","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency of Canada","keywords":"Medicine; Upstream (networking); Environmental health; Ethnic group; Contextualization; Type 2 diabetes; Public health; Economic growth; Diabetes mellitus; Gerontology; Political science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0017859,0.0005431614,0.005064078,0.0002497077,0.00007186901,0.00002965156,0.0001032768,0.0002458278,0.000335177],"category_scores_gemma":[0.0003899171,0.0004550242,0.0008088037,0.00004644322,0.0001169771,0.0001298862,0.00006279688,0.0001610223,0.00003215056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002536666,"about_ca_system_score_gemma":0.00142562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001625165,"about_ca_topic_score_gemma":0.000009620153,"domain_scores_codex":[0.9953752,0.0002200806,0.003086546,0.0006927481,0.0003380491,0.0002873737],"domain_scores_gemma":[0.9962215,0.0002972322,0.00246594,0.0007767989,0.0001223565,0.0001161836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000132006,0.00004325246,0.0004523362,0.3413313,0.0004515574,4.149654e-7,0.00006056864,9.715534e-8,0.000001202045,0.000007723122,0.002149299,0.6555009],"study_design_scores_gemma":[0.0002901859,0.00005447835,0.0001054834,0.1759127,0.00361583,0.000001341563,0.000004944889,0.000003812689,0.0003489633,0.00001513349,0.8193586,0.0002885312],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002505893,0.9913204,0.0002029046,0.00001182979,0.0007167781,0.007031237,0.000371889,0.00003301375,0.00006138055],"genre_scores_gemma":[0.00003145314,0.9883123,0.0006533586,0.00008053992,0.0002121344,0.001161442,0.009472125,0.00005427561,0.00002234993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8172093,"threshold_uncertainty_score":0.9997901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04457543820271314,"score_gpt":0.3552914790077763,"score_spread":0.3107160408050632,"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."}}