{"id":"W4400945522","doi":"10.1109/itec60657.2024.10598898","title":"iTransformer Network Based Approach for Accurate Remaining Useful Life Prediction in Lithium-Ion Batteries","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Lithium (medication); Computer science; Ion; Reliability engineering; Engineering; Chemistry","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":[0.0003075833,0.0001735176,0.0001735241,0.0002316046,0.00005326254,0.00009510579,0.0001645558,0.0001701181,0.00006897016],"category_scores_gemma":[0.00007413213,0.0001565851,0.00005624212,0.0005880902,0.00004526142,0.0004213869,0.00002676309,0.0003719807,0.00001547858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001277892,"about_ca_system_score_gemma":0.00003287594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002770229,"about_ca_topic_score_gemma":0.00001072591,"domain_scores_codex":[0.9987572,0.00001607334,0.0002811299,0.0002872417,0.0001548009,0.0005035631],"domain_scores_gemma":[0.9995065,0.0001951264,0.000008776243,0.0002162749,0.00002313261,0.00005020216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005508575,0.00001406227,0.001189678,0.0006764138,0.00004086666,0.000006748713,0.0001469477,0.9722891,0.002696516,0.0008117082,0.009624346,0.01244852],"study_design_scores_gemma":[0.0002563444,0.00005914656,0.0004238102,0.0001127905,0.000006027257,0.000002222701,0.00022106,0.9698038,0.00727553,0.0004773402,0.0211825,0.000179495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02135927,0.0003850136,0.9687615,0.0003984653,0.0003465351,0.0005670455,0.000021346,0.002262327,0.005898508],"genre_scores_gemma":[0.9525393,0.00006479052,0.04603784,0.00009772191,0.0002077858,0.0005317312,0.00008266113,0.00007667197,0.0003614895],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9311801,"threshold_uncertainty_score":0.6385356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365352355035994,"score_gpt":0.2727011471545984,"score_spread":0.2390476236042384,"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."}}