{"id":"W4281477731","doi":"10.3390/electrochem3020018","title":"Performance Study on the Effect of Coolant Inlet Conditions for a 20 Ah LiFePO4 Prismatic Battery with Commercial Mini Channel Cold Plates","year":2022,"lang":"en","type":"article","venue":"Electrochem","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Coolant; Battery (electricity); Nuclear engineering; Materials science; Inlet; Volumetric flow rate; Thermodynamics; Mechanical engineering; Power (physics); Engineering","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":[0.0005111772,0.0005659318,0.0006333937,0.0003106206,0.0003323859,0.0004695211,0.0007546152,0.0004083095,0.001618212],"category_scores_gemma":[0.0009213713,0.0002478735,0.0004964647,0.0003049527,0.0002886254,0.0007746927,0.0003070757,0.0004308272,0.0003148108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004754664,"about_ca_system_score_gemma":0.0004136139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454682,"about_ca_topic_score_gemma":0.003267862,"domain_scores_codex":[0.9997746,0.00002521955,0.00002281515,0.00005299583,0.00008030103,0.00004405819],"domain_scores_gemma":[0.9995744,0.000142385,0.00004790551,0.00004151083,0.0001676651,0.00002615836],"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":[0.002703667,0.0002755401,0.006274023,0.0009646042,0.00007494642,0.0003739275,0.000339077,0.03344147,0.9338698,0.0002363737,0.0004139955,0.02103251],"study_design_scores_gemma":[0.00004287552,0.001574415,0.006581137,0.00001478492,0.00006397079,0.0001104704,0.0001654523,0.03177956,0.9586154,0.00003850043,0.0009791919,0.00003425351],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965441,0.0003017173,0.002121379,0.00002856829,0.00001655365,0.00002259052,0.0001999726,0.000126683,0.0006385165],"genre_scores_gemma":[0.9979582,0.0001722464,0.001228825,0.00001184622,0.000002552936,0.00001733875,0.0001318062,0.00001922212,0.0004580728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002454682,"threshold_uncertainty_score":0.005413413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191537186435333,"score_gpt":0.2440194947703253,"score_spread":0.2321041229059719,"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."}}