{"id":"W4408959959","doi":"10.1016/j.apsusc.2025.163082","title":"MXenes with entropy-derived mitigation of shuttle effect in sodium-sulfur batteries","year":2025,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada","keywords":"MXenes; Sulfur; Sodium; Environmental science; Chemistry; Materials science; Chemical engineering; Nanotechnology; Engineering; Organic chemistry","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":[0.00007897076,0.0002283076,0.0001591336,0.000132221,0.0001725336,0.0002267727,0.0001341672,0.000217059,0.001420333],"category_scores_gemma":[0.00009405876,0.0001118411,0.0001322003,0.0001166413,0.0001180134,0.0003515418,0.000222613,0.0002285965,0.0001202229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001935862,"about_ca_system_score_gemma":0.0001208873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004434634,"about_ca_topic_score_gemma":0.001396539,"domain_scores_codex":[0.9999754,0.000003035752,0.000001642192,0.000003117932,0.00001043638,0.000006275072],"domain_scores_gemma":[0.9999849,0.000003815632,0.000003174809,0.000001762742,0.000003625483,0.000002779309],"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":[0.0004525295,0.0001292882,0.002931299,0.001067376,0.0000581981,0.0004878378,0.0001881792,0.02743992,0.9242702,0.02238216,0.001452966,0.01914016],"study_design_scores_gemma":[0.00007745755,0.001171463,0.008348424,0.00009552142,0.00005935524,0.0002281888,0.0002988114,0.1216435,0.8470894,0.006113155,0.01480484,0.00006988063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925191,0.001326542,0.002168172,0.000142043,0.0000261921,0.0000179528,0.0001198541,0.0000529505,0.003627087],"genre_scores_gemma":[0.9977442,0.0005558191,0.0008382231,0.00001219724,0.000003276647,0.00001834823,0.00009849489,0.000006280447,0.0007230095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001420333,"threshold_uncertainty_score":0.004751444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006058001128738464,"score_gpt":0.240054862555238,"score_spread":0.2339968614264995,"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."}}