{"id":"W4412187269","doi":"10.1002/smll.202505372","title":"An Oxidation‐Resistant High Entropy Alloy for Aqueous Aluminum‐Battery Chemistries","year":2025,"lang":"en","type":"article","venue":"Small","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Oak Ridge National Laboratory; Rensselaer Polytechnic Institute; U.S. Department of Energy; Office of Science; National Science Foundation","keywords":"Overpotential; Alloy; Materials science; Aqueous solution; Electrolyte; Electron transfer; Chemical engineering; Aluminium; Dissolution; Electrochemistry; Chemical physics; Chemistry; Metallurgy; Physical chemistry; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007867968,0.000198555,0.0002307404,0.00006630999,0.0001138828,0.0000583734,0.000220448,0.00007925009,0.0000488002],"category_scores_gemma":[0.00006112231,0.0002061957,0.00006698298,0.0001168177,0.00004897829,0.00007390339,0.00003510401,0.00008626017,0.0000226995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242519,"about_ca_system_score_gemma":0.00002845244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003042361,"about_ca_topic_score_gemma":0.00006861549,"domain_scores_codex":[0.9990882,0.00001235165,0.0002397298,0.0002314442,0.0000906813,0.0003375672],"domain_scores_gemma":[0.999428,0.0001005223,0.00002695096,0.0003184335,0.00006953708,0.00005655382],"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":[0.0001309091,0.00008245603,0.001066256,0.0005809978,0.0004913751,0.00001688372,0.0005802735,0.005675732,0.9416617,0.0140837,0.03399915,0.001630608],"study_design_scores_gemma":[0.002144483,0.0001617564,0.00436243,0.0001352255,0.0002258039,0.000003401013,0.0004454023,0.009105982,0.749615,0.004075936,0.2288546,0.000870014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707546,0.0006905841,0.02418319,0.0006488943,0.0007440459,0.0004315873,0.0000783639,0.0007621917,0.001706521],"genre_scores_gemma":[0.9928621,0.00008212851,0.00461986,0.0001289553,0.0001821969,0.0001675313,0.00009926499,0.00003723591,0.001820713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948555,"threshold_uncertainty_score":0.8408418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007353416578582753,"score_gpt":0.2145012605183086,"score_spread":0.2071478439397259,"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."}}