{"id":"W4396976058","doi":"10.1061/9780784485477.029","title":"Revisiting the Basics: The Role of Advanced Treatment for PFAS (Forever Chemicals) Removal","year":2024,"lang":"en","type":"article","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital","funders":"","keywords":"Computer science","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":[0.006474516,0.001248536,0.001632981,0.001609059,0.001348353,0.005760269,0.002258258,0.004700386,0.007075692],"category_scores_gemma":[0.003072958,0.0006739525,0.001634586,0.001367119,0.0036489,0.01312221,0.002939799,0.009848549,0.004367706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003329541,"about_ca_system_score_gemma":0.006085382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003998732,"about_ca_topic_score_gemma":0.005550185,"domain_scores_codex":[0.9971973,0.000576652,0.0002631409,0.0004830807,0.001146836,0.0003330647],"domain_scores_gemma":[0.9964503,0.001472874,0.0002503888,0.0002009334,0.001373274,0.0002521763],"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":[0.000238779,0.0003528267,0.001900377,0.02216811,0.0001582799,0.0006588472,0.001044933,0.002381961,0.03444722,0.1335933,0.111398,0.6916573],"study_design_scores_gemma":[0.00001019638,0.0002841695,0.0005909562,0.002161103,0.00004682766,0.0005484951,0.0006083964,0.0005993706,0.006771328,0.0219024,0.9664122,0.00006453077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.005352531,0.8648621,0.02116838,0.0745682,0.01150636,0.0001230238,0.0002955894,0.000281169,0.0218427],"genre_scores_gemma":[0.02654193,0.9086848,0.02151714,0.023507,0.005043883,0.0001252466,0.0003467539,0.0001919269,0.01404136],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007075692,"threshold_uncertainty_score":0.0342409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033996439715709,"score_gpt":0.2620812304335036,"score_spread":0.2517412660363465,"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."}}