{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009959356,0.001444728,0.0006600859,0.002403454,0.002159608,0.006998392,0.001944206,0.008186729,0.01757829],"category_scores_gemma":[0.00565748,0.0005826984,0.001301421,0.002385912,0.001427477,0.005983919,0.004431385,0.005788361,0.008534415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004026176,"about_ca_system_score_gemma":0.01170203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004830604,"about_ca_topic_score_gemma":0.01030106,"domain_scores_codex":[0.9960231,0.000720325,0.0001982207,0.0004874419,0.001748541,0.0008224284],"domain_scores_gemma":[0.9900219,0.0005735538,0.0007118958,0.0001892239,0.00506129,0.003442104],"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":[0.0001373012,0.0001263482,0.000918511,0.0008804243,0.00002696918,0.0002771396,0.0003941238,0.0004326355,0.003491012,0.00408461,0.8783635,0.1108674],"study_design_scores_gemma":[0.000006961706,0.00006242002,0.0005666249,0.0004287736,0.000009549197,0.000120391,0.0005441938,0.00009280416,0.000680304,0.001644707,0.9958202,0.00002311908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.007842902,0.2413358,0.004623144,0.5623043,0.1313569,0.0002621508,0.001645001,0.0006524806,0.04997716],"genre_scores_gemma":[0.07611502,0.3848156,0.01641226,0.149855,0.09444127,0.0004715835,0.006916673,0.0008569941,0.2701155],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01757829,"threshold_uncertainty_score":0.05880529,"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."}}