{"id":"W1496496923","doi":"10.1111/j.1742-1241.2008.01705.x","title":"Prediabetes: a must to recognise disease state","year":2008,"lang":"en","type":"review","venue":"International Journal of Clinical Practice","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Royal University Hospital","funders":"","keywords":"Prediabetes; Medicine; Disease; Intensive care medicine; Insulin resistance; Diabetes mellitus; Type 2 diabetes; Internal medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001394154,0.0002815291,0.001779898,0.0003067885,0.00003741746,0.00003064417,0.0004767652,0.0002099447,0.0002575576],"category_scores_gemma":[0.02474113,0.0002013267,0.001376439,0.0001290939,0.00008866296,0.0003587378,0.0001311374,0.001580245,0.0006337226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002341546,"about_ca_system_score_gemma":0.002463571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002426985,"about_ca_topic_score_gemma":3.573618e-7,"domain_scores_codex":[0.9953222,0.0007079681,0.002553181,0.0002953591,0.0009257484,0.0001955765],"domain_scores_gemma":[0.9882869,0.006433948,0.002506813,0.0002143411,0.001568524,0.0009894326],"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":[0.002313903,0.002507132,0.0001719486,0.0004089233,0.004448456,0.01788437,0.00003268632,0.000002303726,5.057133e-8,0.000004247215,0.03681033,0.9354156],"study_design_scores_gemma":[0.001788929,0.0007475317,0.0005071742,0.00629904,0.004767695,0.003593317,0.000005383095,0.000002801077,4.022893e-7,0.00004232864,0.982109,0.0001363927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002497686,0.9858376,0.00009311273,0.006434527,0.00505475,0.0005397518,0.0000967345,0.00001596494,0.001677749],"genre_scores_gemma":[0.00005178002,0.9860405,0.003364097,0.00613073,0.003173499,0.00001673596,0.00003468532,0.00003348399,0.001154509],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9452987,"threshold_uncertainty_score":0.9834739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2330028344728307,"score_gpt":0.6031928576205707,"score_spread":0.37019002314774,"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."}}