{"id":"W2063585734","doi":"10.1186/1471-2288-8-28","title":"Comparison of generalized estimating equations and quadratic inference functions using data from the National Longitudinal Survey of Children and Youth (NLSCY) database","year":2008,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Guelph; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Gee; Generalized estimating equation; Confidence interval; Covariate; Structural equation modeling; Statistics; Population; Estimating equations; Longitudinal study; Psychology; Demography; Medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02525423,0.0001229245,0.0006146127,0.0001243536,0.0003228437,0.0000179058,0.0005312879,0.0001307206,0.0002787055],"category_scores_gemma":[0.5318965,0.0000850425,0.0000217364,0.0004191868,0.001934065,0.00009844114,0.0008116869,0.0005437742,0.000001160973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001751343,"about_ca_system_score_gemma":0.001048454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01239526,"about_ca_topic_score_gemma":0.003350078,"domain_scores_codex":[0.9826892,0.01436041,0.0008325753,0.0004429416,0.001377466,0.0002974209],"domain_scores_gemma":[0.7518448,0.2465452,0.0002564794,0.0005056636,0.000645569,0.0002022403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002603824,0.0003627666,0.803048,0.0002103782,0.0002095749,0.000002947352,0.002534724,0.00003015421,0.0009526531,0.1823338,0.0006631041,0.009391528],"study_design_scores_gemma":[0.000691016,0.0001141542,0.463298,0.0002058256,0.0000845851,0.00002004166,0.0003562863,0.4292308,0.000109289,0.1057695,6.11418e-7,0.0001198051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.291405,0.0002066213,0.7066236,0.00005934856,0.00004313806,0.0001710822,0.001468847,0.000006136761,0.00001622724],"genre_scores_gemma":[0.3573088,0.00003311916,0.6422898,0.00001020389,0.0000568236,0.000004880192,0.0002875348,0.000006795963,0.000002014496],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5066423,"threshold_uncertainty_score":0.9941813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9273639114767059,"score_gpt":0.6624919635322225,"score_spread":0.2648719479444834,"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."}}