{"id":"W3201001551","doi":"10.1016/j.isci.2021.103054","title":"Emerging questions in exposure, regulation, and remediation of PFAS","year":2021,"lang":"en","type":"article","venue":"iScience","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences","keywords":"Population; Toll; Engineering ethics; Work (physics); Public relations; Political science; Sociology; Psychology; Environmental ethics; Medicine; Environmental health; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02050789,0.001372378,0.002070142,0.002767327,0.004351037,0.01686451,0.003757723,0.01603496,0.004965427],"category_scores_gemma":[0.05371313,0.000863586,0.001760575,0.001823078,0.01249066,0.01188059,0.002283956,0.02317793,0.003282855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005426884,"about_ca_system_score_gemma":0.008601601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002491692,"about_ca_topic_score_gemma":0.002779658,"domain_scores_codex":[0.983548,0.003922183,0.00197626,0.002399646,0.007200722,0.0009533413],"domain_scores_gemma":[0.901175,0.06953339,0.003756896,0.002016436,0.01942475,0.004093505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009783314,0.00003745711,0.0002925129,0.001591961,0.00003606512,0.0003513049,0.0008149912,0.0001501751,0.0006505632,0.02269528,0.9308431,0.04243882],"study_design_scores_gemma":[0.00001214078,0.00005979717,0.0003491624,0.000979409,0.00002879516,0.0004010742,0.0007373178,0.0001895843,0.000448664,0.01670568,0.9800571,0.00003113366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.0002932821,0.06856746,0.0009586185,0.2575817,0.6698117,0.00001704063,0.00005050124,0.00004819101,0.002671446],"genre_scores_gemma":[0.003418921,0.06770185,0.0007742757,0.0768882,0.8444749,0.00003127463,0.00004630227,0.00007944159,0.006584865],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02050789,"threshold_uncertainty_score":0.1084574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589715905336811,"score_gpt":0.2838913290767829,"score_spread":0.2679941700234148,"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."}}