{"id":"W4409191177","doi":"10.1038/s41467-025-58638-0","title":"High selectivity framework polymer membranes chemically tuned towards fast anion conduction","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Southwest University; Southwest University of Science and Technology; University of Science and Technology of China; National Natural Science Foundation of China","keywords":"Membrane; Selectivity; Ion; Polymer; Thermal conduction; Materials science; Chemistry; Nanotechnology; Chemical engineering; Chemical physics; Organic chemistry; Biochemistry; Composite material; Catalysis; Engineering","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":[0.0001178217,0.0003756454,0.0001297672,0.0001601788,0.0001593109,0.0002788377,0.0002427861,0.0005022589,0.0008016408],"category_scores_gemma":[0.0002275789,0.0001197858,0.0001704029,0.0001328081,0.0001985581,0.0005097543,0.0002791045,0.0005326602,0.0002313405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003109077,"about_ca_system_score_gemma":0.0001628448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003687729,"about_ca_topic_score_gemma":0.0006638871,"domain_scores_codex":[0.9998817,0.00001295478,0.000006833999,0.00003196005,0.00003274269,0.00003370614],"domain_scores_gemma":[0.9998975,0.00001737949,0.00004528613,0.000006678838,0.0000177152,0.00001536904],"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":[0.00001763798,0.000007304416,0.00003582343,0.0000392377,0.000002774546,0.00001803784,0.000009663359,0.00008358608,0.9985226,0.0002532781,0.00003932787,0.0009707295],"study_design_scores_gemma":[0.000004177055,0.00004915425,0.0002115714,0.000002058815,0.000003677085,0.00004099216,0.000006939006,0.000457661,0.9978644,0.00002910269,0.001326146,0.000004096638],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832324,0.001986647,0.01134986,0.0002615392,0.00006699513,0.00003941702,0.000187059,0.000229825,0.00264615],"genre_scores_gemma":[0.9905661,0.001175854,0.006648931,0.00009529032,0.00001611995,0.00003403032,0.00008853686,0.00002106476,0.001354099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008016408,"threshold_uncertainty_score":0.002681792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007104883218954619,"score_gpt":0.2508367780886082,"score_spread":0.2437318948696535,"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."}}