{"id":"W3196977016","doi":"10.1021/acs.estlett.1c00648","title":"Defining the Scope of Exposome Studies and Research Needs from a Multidisciplinary Perspective","year":2021,"lang":"en","type":"review","venue":"Environmental Science & Technology Letters","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":155,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institute of Environmental Health Sciences; Japan Society for the Promotion of Science; Horizon 2020 Framework Programme; National Institutes of Health; Vetenskapsrådet; Gunma University; Hjärt-Lungfonden; Swedish Foundation for International Cooperation in Research and Higher Education; European Commission","keywords":"Exposome; Scope (computer science); Multidisciplinary approach; Engineering ethics; Perspective (graphical); Standardization; Data science; Management science; Computer science; Medicine; Engineering; Sociology; Environmental health; Social science","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003093552,0.0006072606,0.001318042,0.0009818673,0.001562381,0.00006108222,0.001792089,0.0003494318,0.0002842384],"category_scores_gemma":[0.0005150002,0.0004491727,0.0001951208,0.003476392,0.02717598,0.0004527037,0.006947788,0.00186338,0.0003972163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002975724,"about_ca_system_score_gemma":0.0001143286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465686,"about_ca_topic_score_gemma":0.0000222727,"domain_scores_codex":[0.9938655,0.0006659113,0.0007627994,0.001984431,0.001499771,0.001221515],"domain_scores_gemma":[0.9969332,0.001010777,0.000476208,0.001377419,0.00001027119,0.0001921294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007590879,0.0002283809,0.004418573,0.0003766323,0.000246078,0.0001924175,0.007756013,0.0000296641,0.01225785,0.00103521,0.0002572561,0.9731943],"study_design_scores_gemma":[0.002007599,0.001301647,0.01639548,0.02626855,0.00190544,0.0008253978,0.2498518,0.00006459893,0.01142289,0.005272472,0.6794285,0.005255643],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.07554797,0.9203706,0.00002170414,0.002163021,0.000132017,0.001232858,0.00005006324,0.00004797541,0.000433812],"genre_scores_gemma":[0.03356505,0.9642256,0.001499723,0.0002178568,0.00003796293,0.0003338835,0.00001082605,0.00006006455,0.00004895204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9679387,"threshold_uncertainty_score":0.999796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05189710338661598,"score_gpt":0.3857699255569478,"score_spread":0.3338728221703319,"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."}}