{"id":"W2972533333","doi":"10.1002/rem.21624","title":"PFAS Experts Symposium: Statements on regulatory policy, chemistry and analytics, toxicology, transport/fate, and remediation for per‐ and polyfluoroalkyl substances (PFAS) contamination issues","year":2019,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada); University of Guelph; WSP (Canada)","funders":"","keywords":"Superfund; Environmental remediation; Hazardous waste; Agency (philosophy); Regulatory science; Environmental planning; Environmental science; Contamination; Waste management; Engineering; Medicine","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":[0.02407701,0.00241799,0.0009845884,0.001720862,0.006725352,0.008572309,0.003425627,0.03079543,0.02205666],"category_scores_gemma":[0.01187439,0.001210428,0.00251535,0.001020404,0.002540783,0.004377543,0.005041665,0.01415553,0.01149832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006956937,"about_ca_system_score_gemma":0.03953988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01746372,"about_ca_topic_score_gemma":0.02052058,"domain_scores_codex":[0.9921247,0.001326513,0.0005432209,0.0009057235,0.003474255,0.001625487],"domain_scores_gemma":[0.9871498,0.001766106,0.001155538,0.0003589661,0.006641335,0.00292817],"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":[0.00006383245,0.000123374,0.0003951208,0.0001671164,0.00001573147,0.0003706671,0.0002375176,0.0003379034,0.002359146,0.00329133,0.9800277,0.01261063],"study_design_scores_gemma":[0.00001644557,0.00005778371,0.0006119714,0.0001684699,0.00001217543,0.00008373864,0.0002978531,0.000100531,0.0006597364,0.001044456,0.9969137,0.00003327537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006147376,0.0209911,0.005981236,0.7143136,0.1777673,0.001428092,0.002314262,0.0005598461,0.07049713],"genre_scores_gemma":[0.05868383,0.02044248,0.01561132,0.3219361,0.07947679,0.001430955,0.003598374,0.0006009816,0.4982193],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03079543,"threshold_uncertainty_score":0.1273329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410508418271566,"score_gpt":0.3055817411482582,"score_spread":0.2914766569655425,"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."}}