{"id":"W4406864708","doi":"10.1021/acsenergylett.4c03331","title":"Solid-State Lithium Metal Batteries for Electric Vehicles: Critical Single Cell Level Assessment of Capacity and Lithium Necessity","year":2025,"lang":"en","type":"article","venue":"ACS Energy Letters","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of St Andrews; Faraday Institution; University of Calgary","keywords":"Lithium (medication); Lithium metal; Materials science; Metal; Environmental science; Chemistry; Anode; Metallurgy; Electrode; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000323946,0.0003274117,0.000222033,0.0004064737,0.0002219152,0.0006041543,0.0004125765,0.0004587362,0.003014729],"category_scores_gemma":[0.0004151489,0.0001594767,0.0001196424,0.0002525551,0.0002107771,0.0008920073,0.0002281629,0.0002867627,0.0006634631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000412221,"about_ca_system_score_gemma":0.0001806016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115584,"about_ca_topic_score_gemma":0.002678144,"domain_scores_codex":[0.9998702,0.00001053929,0.000007310626,0.00001800089,0.00007712086,0.00001689106],"domain_scores_gemma":[0.9998258,0.00004437334,0.00001580298,0.00001641834,0.00008627917,0.00001133934],"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":[0.0000725911,0.0000210311,0.002193394,0.00009693459,0.000008605288,0.00006780006,0.00004133151,0.001938647,0.9854114,0.0005062724,0.0003357369,0.009306253],"study_design_scores_gemma":[0.000001416991,0.00006062501,0.002314823,0.00000795837,0.000008683539,0.00004167248,0.00006858722,0.01330803,0.9822795,0.0001648969,0.001737496,0.000006373427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488725,0.002958013,0.03378383,0.0003286204,0.00004943469,0.00007286442,0.001736389,0.000759937,0.01143851],"genre_scores_gemma":[0.9850333,0.001060421,0.01041523,0.00002945502,0.000008211111,0.0000524643,0.0004620215,0.00003553496,0.002903367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003014729,"threshold_uncertainty_score":0.01008534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066839483337122,"score_gpt":0.2794048749901118,"score_spread":0.2587364801567406,"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."}}