{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000766536,0.0002186045,0.000237916,0.00004589173,0.0003985724,0.00001870231,0.0001951106,0.00004057508,0.0002099088],"category_scores_gemma":[0.00009719571,0.0001846974,0.0000461141,0.0001031357,0.000533157,0.0003124635,0.0003290727,0.0002435304,0.00006982189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004612338,"about_ca_system_score_gemma":0.00001780528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004007181,"about_ca_topic_score_gemma":0.0002541944,"domain_scores_codex":[0.9976547,0.0003608347,0.0003859363,0.0006466528,0.0003895092,0.000562384],"domain_scores_gemma":[0.9988898,0.000260268,0.0001783178,0.0003340246,8.959299e-7,0.0003367128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002184256,0.001653701,0.9050705,0.0001440219,0.00004235347,0.00001310066,0.03484905,0.001062323,0.02457318,0.002971064,0.00002547772,0.02937681],"study_design_scores_gemma":[0.000671336,0.0002859842,0.9843433,0.00005400192,0.0000106875,0.000003889572,0.01038733,0.0007811996,0.00124831,0.0006394904,0.001352248,0.0002222041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939882,0.003292402,0.00003890941,0.001183409,0.00003510929,0.0006069351,0.00002718369,0.00001660574,0.0008112695],"genre_scores_gemma":[0.9951891,0.004164716,0.00009983548,0.0002412359,0.00003762433,0.00006356647,0.000003509563,0.00002941781,0.000170948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07927282,"threshold_uncertainty_score":0.7531742,"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."}}