{"id":"W4411874622","doi":"10.1038/s41467-025-60711-7","title":"The urgent electrolyte sustainability challenges for electric vehicle batteries","year":2025,"lang":"en","type":"review","venue":"Nature Communications","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Université de Montréal; European Commission; Vidyasirimedhi Institute of Science and Technology","keywords":"Sustainability; Electric vehicle; Electrolyte; Business; Computer science; Chemistry; Biology; Physics; Ecology","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":[0.0007689632,0.0005991114,0.000555111,0.001040378,0.0004053228,0.001647523,0.0007159355,0.00161966,0.004531987],"category_scores_gemma":[0.000673315,0.0002161867,0.0003394255,0.001461999,0.0006233215,0.003750034,0.0009914024,0.002121046,0.002001698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008640066,"about_ca_system_score_gemma":0.001690118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013299,"about_ca_topic_score_gemma":0.001970339,"domain_scores_codex":[0.999778,0.00002952827,0.00001981257,0.00002888271,0.0001125754,0.00003124741],"domain_scores_gemma":[0.9997479,0.00009451873,0.00002542077,0.0000105067,0.00009921247,0.00002253395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000431782,0.00006070733,0.0001453926,0.01378567,0.00003908116,0.0004353704,0.0002685091,0.0007087568,0.007242237,0.08239408,0.06028875,0.8345883],"study_design_scores_gemma":[0.000002320073,0.00002268447,0.0001016298,0.001293913,0.0000130716,0.0003346443,0.000152197,0.00005115409,0.0005305533,0.00794373,0.989548,0.000006138663],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004140417,0.9915665,0.0004087766,0.002490041,0.0007176959,0.000002757531,0.00001897799,0.00001109914,0.004370085],"genre_scores_gemma":[0.003173779,0.9922072,0.000273931,0.001016772,0.0004547696,0.000004925682,0.00002709554,0.000003742554,0.002837662],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004531987,"threshold_uncertainty_score":0.01516098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03738573460281242,"score_gpt":0.3749691921524236,"score_spread":0.3375834575496112,"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."}}