{"id":"W2952521164","doi":"10.1097/ede.0000000000001051","title":"Bayesian Methods for Exposure Misclassification Adjustment in a Mediation Analysis","year":2019,"lang":"en","type":"article","venue":"Epidemiology","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Ascaris; Medicine; Hemoglobin; Cohort; Ascaris lumbricoides; Cohort study; Malnutrition; Mediation; Internal medicine; Immunology; Helminths","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00152023,0.0001106378,0.0005068169,0.0003189567,0.00004476248,0.000001803633,0.0001133135,0.0002865154,0.00109788],"category_scores_gemma":[0.001033824,0.00009676781,0.0001974129,0.0002652549,0.00003902545,0.00005509103,0.00001750675,0.0001757321,0.0003089921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007656684,"about_ca_system_score_gemma":0.00002444638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001149165,"about_ca_topic_score_gemma":0.0001722999,"domain_scores_codex":[0.9977917,0.001075418,0.0004975502,0.0003355763,0.000007894852,0.0002918707],"domain_scores_gemma":[0.9959517,0.00348627,0.0002231648,0.0002749658,0.00004627963,0.00001758771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002622399,0.000214926,0.7654055,0.00002226285,0.001346446,2.21411e-7,0.0005624747,0.00162914,0.1445662,0.02181777,0.004333605,0.05983929],"study_design_scores_gemma":[0.001165956,0.0002714673,0.8762363,0.000007133493,0.0002494424,0.000007641902,0.0002217773,0.006998514,0.001733937,0.003897312,0.1090149,0.0001956419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2439608,0.008805355,0.7331143,0.007097246,0.003089584,0.001272646,0.00006813066,0.00008903803,0.002502881],"genre_scores_gemma":[0.9708319,0.0001292608,0.02326601,0.0008728208,0.0000588817,0.0002897378,0.0009486491,0.00001049377,0.003592219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7268711,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04813587664322513,"score_gpt":0.4239249378900884,"score_spread":0.3757890612468633,"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."}}