{"id":"W2268903095","doi":"10.1111/dme.13082","title":"Factors associated with early insulin initiation in Type 2 diabetes: a Canadian cross‐sectional study","year":2016,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Odds ratio; Underweight; Population; Overweight; Internal medicine; Diabetes mellitus; Type 2 diabetes; Cross-sectional study; Odds; Logistic regression; Demography; Obesity; Endocrinology; Environmental health; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000878219,0.0004361521,0.0004413146,0.001134578,0.001719449,0.001105728,0.00105755,0.0006860184,0.001707994],"category_scores_gemma":[0.002244556,0.0005050983,0.0008262667,0.003611228,0.0004068018,0.0004065378,0.0005889297,0.001144308,0.0001929024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006850068,"about_ca_system_score_gemma":0.008807241,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9499803,"about_ca_topic_score_gemma":0.9554189,"domain_scores_codex":[0.999156,0.00006608855,0.00005701178,0.0001573882,0.0003517501,0.0002117247],"domain_scores_gemma":[0.9980641,0.0001377394,0.0006209629,0.00008191416,0.000662223,0.000433014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003025135,0.00002908784,0.9987258,0.00001452963,0.00004975315,0.00002661754,0.0001032095,0.00002053269,0.0000508784,0.00001185871,0.000185303,0.0007521865],"study_design_scores_gemma":[0.000003379441,0.0000165861,0.9994423,0.00001351971,0.00002414076,0.00004058287,0.000142721,0.00008780433,0.00001282555,0.000004794294,0.0002066936,0.000004601227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937071,0.0009895629,0.0001105233,0.0002057707,0.00001629501,0.00004795168,0.003449169,0.00000829687,0.001465194],"genre_scores_gemma":[0.9967341,0.000768425,0.0002850454,0.0001280555,0.00001239986,0.00002037018,0.00164063,0.000004432276,0.0004065055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05001974,"threshold_uncertainty_score":0.1006286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03801345806220557,"score_gpt":0.2693638018674159,"score_spread":0.2313503438052104,"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."}}