{"id":"W4205775822","doi":"10.1002/rem.21705","title":"PFAS Experts Symposium 2: PFAS Remediation research – Evolution from past to present, current efforts, and potential futures","year":2022,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Niagara","funders":"","keywords":"Environmental remediation; Groundwater; Groundwater remediation; Environmental science; Environmental planning; Waste management; Business; Contamination; Engineering; Ecology; Biology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001775208,0.0001602295,0.0001594325,0.0002819299,0.001617738,0.0002054302,0.000405168,0.00006540779,0.00320667],"category_scores_gemma":[0.0001233714,0.0001525205,0.00006880203,0.0006027865,0.000118414,0.0005188641,0.0005147247,0.0007939007,0.0001139577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001152915,"about_ca_system_score_gemma":0.0000903711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002543436,"about_ca_topic_score_gemma":0.0001290954,"domain_scores_codex":[0.9950243,0.00074499,0.0004075813,0.0004400877,0.002761494,0.0006215476],"domain_scores_gemma":[0.9988609,0.0001246796,0.0001535064,0.0002529098,0.0000797204,0.0005283179],"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":[0.0005782869,0.0003905944,0.1704285,0.0000159117,0.00004548938,0.00006993111,0.01032764,0.01983254,0.1773171,0.00009219626,0.2733043,0.3475975],"study_design_scores_gemma":[0.001629282,0.0005448874,0.3988169,0.00003596356,0.0000245596,0.0001205416,0.002958475,0.01015404,0.002654519,0.002272436,0.5802647,0.000523676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846823,0.005727311,0.001881123,0.004489704,0.002043719,0.0004961248,0.00006556051,0.00003167839,0.000582475],"genre_scores_gemma":[0.9949585,0.001455354,0.000228209,0.00007233869,0.002733494,0.00009356793,0.00009874506,0.00002168486,0.0003380978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3470738,"threshold_uncertainty_score":0.999682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02568487597457047,"score_gpt":0.313816977190245,"score_spread":0.2881321012156746,"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."}}