{"id":"W4417483033","doi":"10.1002/aenm.202505800","title":"Hierarchical Fluorinated Polymer Separator Design Mitigating Bilateral Ionic Crosstalk in Aqueous Batteries","year":2025,"lang":"en","type":"article","venue":"Advanced Energy Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Mitacs; National Natural Science Foundation of China","keywords":"Separator (oil production); Anode; Aqueous solution; Cathode; Ionic bonding; Inert; Polymer; Ion","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009713884,0.0004292042,0.0001516706,0.0002137591,0.0001514905,0.0002874723,0.0002804245,0.0004240701,0.0006428822],"category_scores_gemma":[0.0001757957,0.0001563806,0.000137664,0.0001347631,0.0001740663,0.0004053662,0.0002329272,0.0002348049,0.0003010402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002858369,"about_ca_system_score_gemma":0.000204163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003941365,"about_ca_topic_score_gemma":0.0007810437,"domain_scores_codex":[0.9999326,0.000006182755,0.000006076067,0.00002077885,0.00001813307,0.00001617672],"domain_scores_gemma":[0.9999052,0.00001383253,0.00004166058,0.000006634085,0.00001876164,0.00001386212],"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":[0.00004770552,0.00002118357,0.0001069116,0.00008409101,0.000006053946,0.00005780929,0.00001400825,0.001427043,0.9942478,0.0001996046,0.00008727903,0.003700464],"study_design_scores_gemma":[0.000008580992,0.0001195047,0.0002303381,0.000003905242,0.000007336932,0.00003828714,0.000007271198,0.005336422,0.9926469,0.00003964505,0.001556135,0.00000560155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651399,0.0009860356,0.03045883,0.0001523978,0.00005148394,0.00005862349,0.0001659309,0.0004844078,0.002502377],"genre_scores_gemma":[0.9851778,0.0004184751,0.01292576,0.00004160357,0.00001287997,0.00004424345,0.00007956495,0.00002250242,0.00127704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006428822,"threshold_uncertainty_score":0.002150714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009149325263506453,"score_gpt":0.2630186483661451,"score_spread":0.2538693231026387,"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."}}