{"id":"W2402275983","doi":"10.1016/j.jhazmat.2016.05.078","title":"Sonochemical degradation of perfluorinated chemicals in aqueous film-forming foams","year":2016,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"Western Economic Diversification Canada; State Administration of Foreign Experts Affairs; Chinese Academy of Sciences","keywords":"Degradation (telecommunications); Aqueous solution; Chemical engineering; Chemistry; Materials science; Waste management; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008089447,0.0001173964,0.0003577698,0.00008099693,0.00002613611,0.00002238784,0.0003214305,0.000100166,0.003871429],"category_scores_gemma":[0.0002224976,0.00007563842,0.0000707114,0.0001422822,0.0001377857,0.0003294336,0.00009416576,0.00009279799,0.0000697802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439336,"about_ca_system_score_gemma":0.00003509907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008719404,"about_ca_topic_score_gemma":0.00001494159,"domain_scores_codex":[0.9982851,0.00009279283,0.0007172199,0.0001379475,0.0004616167,0.0003053273],"domain_scores_gemma":[0.9992351,0.0001042187,0.0003685579,0.0001482935,0.0000359475,0.0001079089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001999673,0.00006411433,0.006923141,0.00001415625,0.000008652793,0.00002700497,0.0001067306,0.000006533912,0.9370077,0.000007661168,0.0006639911,0.05497038],"study_design_scores_gemma":[0.000728788,0.0001169584,0.006046218,0.000119122,0.000006786912,0.00009500615,0.00003724438,0.000009675137,0.9905063,0.0003239467,0.001907462,0.0001024966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982244,0.0005004991,0.00006907783,0.0002573002,0.0001704762,0.00009207586,0.0000170477,0.00000590585,0.0006631999],"genre_scores_gemma":[0.9985473,0.0003071397,0.0006576157,0.00001856568,0.00007754467,0.00000362685,0.000001726494,0.00001203713,0.0003745022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486789,"threshold_uncertainty_score":0.9970391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303589820397505,"score_gpt":0.2580563888381873,"score_spread":0.2450204906342123,"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."}}