{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001678926,0.0003680168,0.0004893435,0.0004200505,0.000115374,0.0001275601,0.0004305317,0.0002355931,0.0001871054],"category_scores_gemma":[0.00009137832,0.0003713502,0.00004436823,0.0006605421,0.0002112868,0.0003944675,0.0002331993,0.0002442628,0.00002252569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002687411,"about_ca_system_score_gemma":0.00005104321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004289118,"about_ca_topic_score_gemma":0.00002158132,"domain_scores_codex":[0.9977758,0.0001303777,0.00060495,0.0004532886,0.0001830372,0.0008525828],"domain_scores_gemma":[0.9991463,0.0001973531,0.0000490169,0.0004959722,0.00004347758,0.00006785485],"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":[0.0001077343,0.00002106992,0.00005302312,0.00007598932,0.00003471161,0.0000916089,0.00003634251,0.04839762,0.925346,0.001609049,0.00009092569,0.02413595],"study_design_scores_gemma":[0.0006767708,0.0000558696,0.0002487789,0.0001457394,0.000004187154,0.00001167765,0.00003488327,0.001590474,0.9897072,0.005351952,0.001817055,0.0003554531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727755,0.001117484,0.02313039,0.0001762687,0.0007821498,0.0002319194,0.00003789274,0.001187236,0.0005611845],"genre_scores_gemma":[0.9919196,0.0002576728,0.006340471,0.0001417134,0.00003985976,0.0003617647,0.00003661511,0.00007371015,0.0008285962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06436118,"threshold_uncertainty_score":0.9998738,"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."}}