{"id":"W3088846725","doi":"10.1002/er.5946","title":"Numerical study on sensitivity analysis of factors influencing liquid cooling with double cold‐plate for lithium‐ion pouch cell","year":2020,"lang":"en","type":"article","venue":"International Journal of Energy Research","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intelligent Mechatronic Systems (Canada); University of Waterloo","funders":"Dong-A University","keywords":"Coolant; Pressure drop; Materials science; Volumetric flow rate; Inlet; Lithium-ion battery; Volume (thermodynamics); Mechanics; Chemistry; Thermodynamics; Analytical Chemistry (journal); Battery (electricity); Mechanical engineering; Chromatography; Engineering; Physics","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":[0.0007364082,0.0001457898,0.0003976498,0.001162073,0.00005894613,0.00005818612,0.0005549105,0.00007963942,0.00001806374],"category_scores_gemma":[0.0002990848,0.0001173735,0.0001407639,0.001199181,0.00007605174,0.0002303518,0.0001284185,0.0006614862,0.000001277138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002851554,"about_ca_system_score_gemma":0.00009100682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008087535,"about_ca_topic_score_gemma":0.00002145775,"domain_scores_codex":[0.9973797,0.0001162412,0.0004673621,0.000201856,0.001508783,0.0003260846],"domain_scores_gemma":[0.9970382,0.0009085489,0.0001473966,0.0001748218,0.001592228,0.0001388457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003257521,0.0001997768,0.00684524,0.00002098839,0.001592835,0.0001747893,0.0005378666,0.842414,0.1444114,0.0001433217,0.0000708966,0.000331388],"study_design_scores_gemma":[0.002154625,0.004062469,0.00360244,0.00008460122,0.0001001162,0.00001005163,0.001938175,0.1092914,0.8778124,0.00002478339,0.0007024902,0.0002164763],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503694,0.00003533335,0.04886286,0.0002566945,0.00008054257,0.0001282964,0.00001894526,0.00003833913,0.0002096414],"genre_scores_gemma":[0.9991761,0.00002972838,0.0005927027,0.00002212872,0.000111486,0.0000102319,0.00000665756,0.0000303632,0.00002062443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7334009,"threshold_uncertainty_score":0.4786352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06287829129537673,"score_gpt":0.3586509240945135,"score_spread":0.2957726327991368,"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."}}