{"id":"W4399268107","doi":"10.1016/j.nanoen.2024.109822","title":"Mastering cathode and anode electrolyte interphases for vanadium-based zinc batteries via solvation structure control","year":2024,"lang":"en","type":"article","venue":"Nano Energy","topic":"Advanced battery technologies research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Alberta","keywords":"Electrolyte; Cathode; Anode; Materials science; Vanadium; Interphase; Zinc; Battery (electricity); Chemical engineering; Inorganic chemistry; Solvation; Metal; Electrochemistry; Electrode; Metallurgy; Chemistry; Solvent; Organic chemistry; Physical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005068586,0.000173314,0.0001685121,0.0001937422,0.0000999268,0.0001089091,0.0001493474,0.00008996011,0.00002252224],"category_scores_gemma":[0.00002366759,0.0001714181,0.00003293249,0.0001707514,0.00006064305,0.0001480501,0.00004136054,0.0001412527,6.655123e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145191,"about_ca_system_score_gemma":0.00002791465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002398284,"about_ca_topic_score_gemma":0.0001577103,"domain_scores_codex":[0.9991119,0.0000156194,0.0001588942,0.000241886,0.0001157532,0.0003559726],"domain_scores_gemma":[0.9996035,0.0001373413,0.00001524169,0.0001793767,0.00002673407,0.00003780079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004803716,0.000003690772,0.00002283035,0.0001432225,0.00004122772,0.00001124442,0.00002919879,0.05995676,0.8287877,0.000462613,0.0003584176,0.1101351],"study_design_scores_gemma":[0.0004331906,0.0001452582,0.00001639148,0.00004050976,0.0000136755,0.00002107022,0.00001424187,0.5887982,0.376278,0.001824548,0.03220341,0.0002115176],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1126278,0.001307525,0.8845059,0.0002821578,0.0002470269,0.0001373469,0.0001462467,0.0006945432,0.00005149664],"genre_scores_gemma":[0.991819,0.00001886966,0.007585618,0.0001567916,0.00005927398,0.0001632699,0.00004682831,0.00006230449,0.00008800846],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8791913,"threshold_uncertainty_score":0.6990228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007068265191352597,"score_gpt":0.2356171474539296,"score_spread":0.228548882262577,"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."}}