{"id":"W7124520649","doi":"","title":"Navigating the (In)visible Chemical Pollution: The Legal Challenge of ‘Forever Chemicals’ (PFAS)","year":2025,"lang":"en","type":"article","venue":"Document Server@UHasselt (UHasselt)","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention; Adaptability; Human health; Causation; Damages; Precautionary principle; Legislation; Montreal Protocol","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00160918,0.0003896653,0.0004444719,0.00004551395,0.0003704841,0.0001592599,0.001733608,0.0002188056,0.002389961],"category_scores_gemma":[0.0001182581,0.0002532218,0.0002537424,0.001383143,0.000634223,0.0006399774,0.0008382895,0.001150251,0.0002098603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005903327,"about_ca_system_score_gemma":0.0001050732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002618989,"about_ca_topic_score_gemma":0.0008408374,"domain_scores_codex":[0.99608,0.000279255,0.0007844853,0.0006932979,0.001203821,0.0009591207],"domain_scores_gemma":[0.9982079,0.0003153849,0.0002124118,0.001071923,0.00004076933,0.0001515894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001182677,0.00352158,0.2878325,0.0009744348,0.0008803828,0.0001662539,0.01191372,0.00369374,0.2532279,0.09097347,0.08990276,0.2557305],"study_design_scores_gemma":[0.008154441,0.0005284924,0.139586,0.001657435,0.0002685624,0.00005477903,0.00482686,0.006729422,0.3237504,0.04097093,0.4708456,0.002627081],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533694,0.004114257,0.00005008915,0.02003067,0.0002416128,0.0008190966,0.00001643922,0.00006253394,0.02129585],"genre_scores_gemma":[0.9967005,0.0005378498,0.0001462756,0.0007647729,0.0001051421,0.0001613632,0.00002435433,0.00002665982,0.001533043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3809429,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295619577444731,"score_gpt":0.304973271604298,"score_spread":0.2920170758298508,"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."}}