{"id":"W2755473612","doi":"10.1186/s12874-017-0421-6","title":"Systematic review of statistical approaches to quantify, or correct for, measurement error in a continuous exposure in nutritional epidemiology","year":2017,"lang":"en","type":"review","venue":"BMC Medical Research Methodology","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Epidemiology; MEDLINE; Medicine; Computer science; Data science; Statistics; Pathology; Biology; Mathematics","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","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.152264,0.0004525903,0.01288132,0.0008513302,0.00009836465,0.000006546124,0.0007768205,0.000923117,0.0003494618],"category_scores_gemma":[0.7485296,0.0002813326,0.0007097643,0.0005615543,0.0009035032,0.0000201904,0.0004096569,0.001662442,0.00002916632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006007177,"about_ca_system_score_gemma":0.005109105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002244199,"about_ca_topic_score_gemma":0.00155744,"domain_scores_codex":[0.9494082,0.0410178,0.004518155,0.001136038,0.002604258,0.001315496],"domain_scores_gemma":[0.7921012,0.2043608,0.0008213823,0.0009447435,0.0009518136,0.0008200405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009444431,0.0006750856,0.000106424,0.9236305,0.0002625498,0.0002044565,0.00001675942,3.882059e-8,8.503063e-8,0.008878393,0.007480076,0.05780116],"study_design_scores_gemma":[0.001824487,0.001797452,0.0001555102,0.855256,0.0005892459,0.000364396,0.0001134012,0.00001659476,1.320737e-7,0.001858904,0.1378068,0.0002170978],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.434182e-7,0.9571881,0.02868524,0.002327091,0.0002378968,0.01115126,0.0002440806,0.000009957984,0.0001554063],"genre_scores_gemma":[0.000003467776,0.9050307,0.08452114,0.0004068592,0.0002557926,0.009367694,0.0002526185,0.0000421275,0.0001196549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5962656,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9541278448169002,"score_gpt":0.66261791631817,"score_spread":0.2915099284987301,"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."}}