{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000275225,0.00003441011,0.00004993829,0.00003174299,0.0000618894,0.00001331239,0.00008490806,0.00001921601,0.0004625143],"category_scores_gemma":[0.0001217775,0.00003318419,0.000008437204,0.0005669916,0.0001909643,0.0002613758,0.00007041202,0.00004557795,0.00001685287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003784668,"about_ca_system_score_gemma":0.00002211736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001915757,"about_ca_topic_score_gemma":0.001106417,"domain_scores_codex":[0.9992805,0.00004054116,0.0001170441,0.0001648935,0.0002697156,0.0001272635],"domain_scores_gemma":[0.9997665,0.00003364266,0.00002776643,0.0001172014,0.00001253047,0.00004231337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002267674,0.0000254305,0.638451,0.000004230156,4.164936e-7,0.000003677334,0.001103376,0.0009990626,0.2071236,0.0005871998,0.0001575926,0.1515422],"study_design_scores_gemma":[0.00008548189,0.00001230176,0.9721144,0.00001225914,6.617724e-7,0.000003343848,0.0001253032,0.002746608,0.02004017,0.001209854,0.00360281,0.00004677519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904931,0.00250688,0.0004274149,0.0004448651,0.00004519312,0.00003983715,0.000001581745,0.000005519438,0.006035652],"genre_scores_gemma":[0.9980379,0.0002397194,0.001102445,0.00002509406,0.000008331544,0.000003642202,0.000001450113,0.000001633526,0.0005797286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3336634,"threshold_uncertainty_score":0.5064207,"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."}}