{"id":"W7116707420","doi":"10.1007/s40843-025-3758-y","title":"Adsorptive membranes open a new avenue for PFAS-free drinking water","year":2025,"lang":"en","type":"article","venue":"Science China Materials","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Membrane; Adsorption; Water treatment; Filtration (mathematics); Membrane technology","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":[0.0003214877,0.0005548476,0.0003726514,0.0004903065,0.0003830699,0.0007575437,0.0004188274,0.0009215086,0.006517597],"category_scores_gemma":[0.0001996621,0.0001596506,0.0004482369,0.00032327,0.0005129654,0.002045467,0.000627586,0.0009560679,0.001530921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005128183,"about_ca_system_score_gemma":0.0006498094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004988334,"about_ca_topic_score_gemma":0.000775619,"domain_scores_codex":[0.9998522,0.00002233253,0.000007379111,0.00003442916,0.00005419599,0.00002943776],"domain_scores_gemma":[0.9999006,0.00001744696,0.00001709728,0.00001260751,0.00003219594,0.00002009187],"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":[0.0001919419,0.0001623304,0.001207594,0.0009257574,0.00007455015,0.0003928044,0.0001160484,0.000576565,0.7748088,0.04280881,0.008539827,0.170195],"study_design_scores_gemma":[0.00004085241,0.0005061656,0.001657545,0.00008169098,0.00008102481,0.0004373106,0.0003012653,0.002687837,0.7432165,0.02067325,0.2302652,0.00005133593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4642858,0.1373207,0.2510391,0.02213526,0.005212379,0.0002905253,0.001535147,0.002317311,0.1158638],"genre_scores_gemma":[0.8673313,0.04400518,0.03575543,0.002668551,0.001128749,0.0001185874,0.0006108239,0.0001379719,0.04824338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006517597,"threshold_uncertainty_score":0.0218035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061044778458199,"score_gpt":0.3177768204818848,"score_spread":0.2971663726973028,"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."}}