{"id":"W1994742756","doi":"10.1289/ehp.1308015","title":"The Blood Exposome and Its Role in Discovering Causes of Disease","year":2014,"lang":"en","type":"article","venue":"Environmental Health Perspectives","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":392,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Environmental Health Sciences; World Health Organization","keywords":"Exposome; Disease; Biology; Human blood; Computational biology; Medicine; Physiology; Bioinformatics; Environmental health; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006206384,0.0006902546,0.001016782,0.01368088,0.001033909,0.002907697,0.0006638413,0.00082307,0.004537264],"category_scores_gemma":[0.02650902,0.0002332681,0.001252438,0.01627588,0.002176848,0.002454826,0.002465342,0.001232849,0.00056194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008531851,"about_ca_system_score_gemma":0.001012165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002834788,"about_ca_topic_score_gemma":0.002358184,"domain_scores_codex":[0.9958032,0.002195337,0.0002650834,0.001003571,0.0006121116,0.0001207353],"domain_scores_gemma":[0.9612554,0.03005218,0.004326039,0.002178592,0.001432591,0.000755202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005850891,0.000145186,0.6960319,0.005178764,0.003008014,0.0008477728,0.001971758,0.005005475,0.01087707,0.04687133,0.004914782,0.2245629],"study_design_scores_gemma":[0.00004078068,0.0003177419,0.752881,0.001547683,0.001873401,0.001681465,0.00186576,0.009318358,0.00469518,0.1667525,0.05891827,0.0001078309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6659342,0.09874449,0.167871,0.01445978,0.0006624986,0.0003300178,0.02006689,0.000634308,0.03129686],"genre_scores_gemma":[0.915829,0.01998852,0.05821687,0.001270722,0.0006043185,0.000174902,0.00288593,0.00009172937,0.0009380828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01368088,"threshold_uncertainty_score":0.03282285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00715466650726483,"score_gpt":0.247334831009946,"score_spread":0.2401801645026811,"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."}}