{"id":"W4393025233","doi":"10.1016/j.jechem.2024.03.013","title":"Insights and reviews on battery lifetime prediction from research to practice","year":2024,"lang":"en","type":"article","venue":"Journal of Energy Chemistry","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Battery (electricity); Psychology; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005587808,0.001358289,0.002120094,0.002543294,0.0003013584,0.002768189,0.001756762,0.001719395,0.003028481],"category_scores_gemma":[0.03249154,0.0005702744,0.001248696,0.003420142,0.001052236,0.004843529,0.001272557,0.002750977,0.001070045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001500998,"about_ca_system_score_gemma":0.002654257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003214851,"about_ca_topic_score_gemma":0.002710157,"domain_scores_codex":[0.9979925,0.000558943,0.0002600874,0.0004929301,0.0006022557,0.00009330075],"domain_scores_gemma":[0.9627868,0.03068913,0.001268149,0.0008435665,0.00411037,0.0003020016],"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":[0.0001790258,0.0001021776,0.00160941,0.02019379,0.0003321523,0.0001200038,0.0002092492,0.01118325,0.001108342,0.02335692,0.04411458,0.8974911],"study_design_scores_gemma":[0.00007609449,0.0004994708,0.003838158,0.03725295,0.001111081,0.0005572193,0.0006020431,0.0331517,0.004660119,0.1085123,0.809516,0.0002227739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009425758,0.983892,0.008070413,0.003920603,0.00103628,0.0000152885,0.0001184209,0.00006581761,0.001938597],"genre_scores_gemma":[0.01820874,0.9700062,0.006664358,0.00196312,0.00194816,0.00003593865,0.0002804705,0.00004549597,0.0008474606],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005587808,"threshold_uncertainty_score":0.02955145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679121561008053,"score_gpt":0.3263321769299291,"score_spread":0.2995409613198486,"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."}}