{"id":"W4386590005","doi":"10.1016/j.est.2023.108952","title":"Development and analysis of hybrid cooling concepts for an electric battery pack","year":2023,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Battery pack; Duct (anatomy); Airflow; Battery (electricity); Computer cooling; Air cooling; Phase-change material; Transient (computer programming); Working fluid; Mechanical engineering; Power (physics); Mechanics; Thermal; Engineering; Thermodynamics; Computer science; Physics; Thermal management of electronic devices and systems","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":[0.0002599552,0.00009527391,0.000314524,0.001017977,0.00003616492,0.00001441186,0.0001755728,0.00003701952,0.000007298505],"category_scores_gemma":[0.00007798644,0.00008782657,0.00007180862,0.0009126642,0.00002571612,0.0001575239,0.00003471656,0.0001254017,3.803959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009050136,"about_ca_system_score_gemma":0.00003025357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001092398,"about_ca_topic_score_gemma":0.0000066208,"domain_scores_codex":[0.9991196,0.00001501695,0.0003526798,0.00008994899,0.000194503,0.000228286],"domain_scores_gemma":[0.9994376,0.0001481094,0.0001151128,0.0001243599,0.0001109744,0.00006383706],"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":[0.00007793972,0.00003564514,0.001016835,0.00008773435,0.001627969,0.0001304566,0.0001925142,0.7779472,0.1169577,0.0001870334,0.001632423,0.1001065],"study_design_scores_gemma":[0.001058343,0.0004834595,0.01286571,0.00007471936,0.0003255513,0.00006505379,0.0004669187,0.5422223,0.4107489,0.000369866,0.03084692,0.000472261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8824927,0.0003361061,0.1169556,0.00001654474,0.00007279286,0.00002565141,0.000006518977,0.00006047696,0.00003368686],"genre_scores_gemma":[0.9941503,0.0002581929,0.005458686,0.00001469477,0.00003406743,0.000005514603,0.00001025644,0.00002038342,0.00004785577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2937912,"threshold_uncertainty_score":0.3581464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02696949902041245,"score_gpt":0.2973316923000311,"score_spread":0.2703621932796187,"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."}}