{"id":"W4414116228","doi":"10.1021/acs.macromol.5c01256","title":"The Role of Water Volume Fraction on Water Adsorption in Anion Exchange Membranes","year":2025,"lang":"en","type":"article","venue":"Macromolecules","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Basic Energy Sciences; Division of Mathematical Sciences; U.S. Department of Energy; Courant Institute of Mathematical Sciences, New York University; Office of Science; KU Leuven; York University","keywords":"Membrane; Absorption of water; Adsorption; Electrolyte; Polymer; Absorption (acoustics); Polyelectrolyte; Ion exchange; Ionic strength","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002531042,0.0006596448,0.0003454336,0.0004063854,0.0003939352,0.0004058838,0.0004015875,0.0005196088,0.001051756],"category_scores_gemma":[0.0008724295,0.0002529974,0.0003197326,0.0002091831,0.0006728012,0.001193757,0.0004858924,0.0002634291,0.000188272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003279874,"about_ca_system_score_gemma":0.0002120853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150722,"about_ca_topic_score_gemma":0.001268413,"domain_scores_codex":[0.9998652,0.00002593589,0.000007066043,0.00002445661,0.00003882775,0.00003851324],"domain_scores_gemma":[0.9997143,0.0001996289,0.00004342198,0.00001194193,0.00001846286,0.00001221394],"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":[0.000506725,0.0002348499,0.006304831,0.0005290862,0.00009836569,0.0007588734,0.0002393383,0.3655809,0.5750543,0.02399695,0.0003097625,0.02638601],"study_design_scores_gemma":[0.00002728707,0.0002717339,0.0044545,0.0000447704,0.00006946606,0.0001727262,0.00009919683,0.754257,0.2265011,0.01286501,0.001171396,0.00006578193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713846,0.00193989,0.02207894,0.0002578442,0.00003215946,0.00002293245,0.00006277869,0.00006548622,0.004155212],"genre_scores_gemma":[0.9983692,0.000593208,0.0005231391,0.0000179919,0.000007372932,0.00001048601,0.0000160443,0.00001632938,0.0004462975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00150722,"threshold_uncertainty_score":0.003518462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005373832953256859,"score_gpt":0.2216360903144014,"score_spread":0.2162622573611446,"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."}}