{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002345511,0.0001230242,0.0001300141,0.0001847228,0.00004262733,0.00003510928,0.000118877,0.00009228387,0.000120753],"category_scores_gemma":[0.000009183913,0.00007620554,0.00004475295,0.0001005196,0.00002732291,0.00009115051,0.0000236691,0.0001240847,0.00008556853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006155053,"about_ca_system_score_gemma":0.000004042813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004082729,"about_ca_topic_score_gemma":0.00004297759,"domain_scores_codex":[0.9992154,0.00006714903,0.0002511677,0.0001346335,0.0001349733,0.0001966386],"domain_scores_gemma":[0.9996756,0.00002863118,0.00001802662,0.0002242678,0.00003636406,0.00001712345],"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":[0.00004207745,0.0000178431,0.0001110196,0.0001089827,0.00001129622,0.000001396512,0.0002073081,0.00129939,0.988132,0.0002294467,0.0004272579,0.009411993],"study_design_scores_gemma":[0.0001414045,0.00002773812,0.0001919827,0.00004326288,0.000004786057,8.116826e-7,0.00005664273,0.007198682,0.92845,0.001348045,0.06245208,0.00008452168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857541,0.000573875,0.003170888,0.000461308,0.0002244073,0.0003321524,0.00000571481,0.0003158969,0.009161641],"genre_scores_gemma":[0.9990218,0.000250928,0.00006143067,0.00006686767,0.00002964577,0.00008179749,0.00003872137,0.00001838975,0.0004303795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06202482,"threshold_uncertainty_score":0.3107572,"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."}}