{"id":"W4307550687","doi":"10.3390/pr10112187","title":"High-Temperature Pyrolysis for Elimination of Per- and Polyfluoroalkyl Substances (PFAS) from Biosolids","year":2022,"lang":"en","type":"article","venue":"Processes","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Biosolids; Biochar; Pyrolysis; Environmental chemistry; Fertilizer; Wastewater; Environmental science; Waste management; Chemistry; Environmental engineering; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000202927,0.0001442123,0.0002090801,0.00006055557,0.0003704701,0.00004267037,0.0003230807,0.00004999663,0.002240126],"category_scores_gemma":[0.0000800515,0.0001308807,0.00004176053,0.0004897849,0.0001841025,0.0002932827,0.000171482,0.0001333312,0.000008766815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007274833,"about_ca_system_score_gemma":0.00004049058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004982789,"about_ca_topic_score_gemma":0.0005551058,"domain_scores_codex":[0.9985626,0.00004776315,0.0002092469,0.0003866445,0.0005191421,0.0002745771],"domain_scores_gemma":[0.9994224,0.0001827887,0.0001034545,0.0001735749,0.00003940514,0.00007832725],"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":[0.0007470571,0.000504624,0.09609453,0.0007236836,0.0001101205,0.000006784154,0.00742243,0.0009752002,0.6751667,0.0003996415,0.005878223,0.211971],"study_design_scores_gemma":[0.001770969,0.0007836093,0.0504044,0.00004191424,0.0001107761,0.000008620938,0.00384928,0.0005410526,0.8364795,0.00553038,0.09969755,0.0007819473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600844,0.03800649,0.00005264017,0.0007307804,0.00008565796,0.0002561618,0.0004158767,0.00002978728,0.0003382287],"genre_scores_gemma":[0.9962496,0.001658511,0.001040992,0.000106279,0.00005855668,0.0002230248,0.0001020687,0.00001706762,0.000543905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2111891,"threshold_uncertainty_score":0.9986719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009813591908051204,"score_gpt":0.2431368831682252,"score_spread":0.233323291260174,"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."}}