{"id":"W7162037781","doi":"10.82308/8634","title":"Uptake and transformation of per- and polyfluoroalkyl substances from aqueous film-forming foams in concrete","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contamination; Aqueous solution; Water contamination; Water pollutants; Human health; Water source","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001799317,0.0003509215,0.0002477433,0.0003059463,0.0002906833,0.0005411214,0.0001870854,0.0003800158,0.0009054987],"category_scores_gemma":[0.0002404525,0.0001937825,0.0004131398,0.0002075339,0.0002619435,0.0005199852,0.0003315614,0.0006803925,0.0003214225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00044519,"about_ca_system_score_gemma":0.0003587195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005358349,"about_ca_topic_score_gemma":0.006279934,"domain_scores_codex":[0.9997362,0.00001773476,0.00001462445,0.00006405502,0.00008468772,0.00008257759],"domain_scores_gemma":[0.9999235,0.00001711535,0.00002349206,0.000005263437,0.00002041191,0.00001028999],"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":[0.0001574705,0.00006853105,0.004034352,0.0003339301,0.0000221015,0.0002127883,0.0003882391,0.001069406,0.9847039,0.00028608,0.0001444264,0.008578805],"study_design_scores_gemma":[0.000008872744,0.0009895723,0.02174103,0.000113099,0.00003629217,0.0001743949,0.0008056056,0.004622217,0.9673476,0.0002274239,0.003883065,0.00005081123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971774,0.001108905,0.0004832565,0.00003315972,0.00001370666,0.00001657811,0.0002329048,0.00001118015,0.0009229794],"genre_scores_gemma":[0.9952401,0.00168974,0.0008821354,0.00002205669,0.000005840046,0.00002620696,0.0001944501,0.000009464706,0.001930111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005358349,"threshold_uncertainty_score":0.01065427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117165630507099,"score_gpt":0.2638987273897809,"score_spread":0.2527270710847099,"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."}}