{"id":"W4310951152","doi":"10.1111/1753-0407.13335","title":"Are U‐shaped relationships between risk factors and outcomes artifactual?","year":2022,"lang":"en","type":"article","venue":"Journal of Diabetes","topic":"Adipokines, Inflammation, and Metabolic Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Sanofi","keywords":"Medicine; Nadir; Risk factor; Mace; Internal medicine; Population; Hazard ratio; Diabetes mellitus; Myocardial infarction; Endocrinology; Confidence interval; Environmental health; Percutaneous coronary intervention","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":[],"consensus_categories":[],"category_scores_codex":[0.0004924179,0.0001157694,0.0004288212,0.0002148666,0.00026413,0.00001960429,0.00006985526,0.00003322371,0.000252971],"category_scores_gemma":[0.001691191,0.00008146594,0.0001538838,0.0001308556,0.00004305495,0.0001653187,0.00003602598,0.0003880717,0.000003535919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003425909,"about_ca_system_score_gemma":0.0000638459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003368442,"about_ca_topic_score_gemma":0.000001436927,"domain_scores_codex":[0.9987951,0.0001557245,0.0004452097,0.00008744894,0.000367823,0.0001487122],"domain_scores_gemma":[0.998252,0.0005087793,0.0007908926,0.0001150634,0.0001142422,0.0002190077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001042666,0.00005342597,0.9974816,0.00002100398,0.0002357814,0.000004191436,0.0004325968,0.00002079315,0.00007862868,0.00002342724,0.0005224902,0.001115633],"study_design_scores_gemma":[0.0007923025,0.0001142877,0.9889513,0.00002352263,0.0006810341,0.000003435807,0.00130937,0.00002330099,0.0001732851,0.0005807523,0.007265928,0.00008146444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997871,0.001011875,0.00001575696,0.0006566322,0.0001618332,0.0001040667,0.00006491035,0.00001703974,0.00009683028],"genre_scores_gemma":[0.9992296,0.00004226008,0.0001437545,0.0001063557,0.0002406555,0.00000357075,0.00001319849,0.0000140208,0.0002065973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008530285,"threshold_uncertainty_score":0.3322085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03665216309894349,"score_gpt":0.272675468747451,"score_spread":0.2360233056485075,"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."}}