{"id":"W4328007084","doi":"10.2139/ssrn.4394392","title":"Thermal Management of Large-Sized Lifepo4 Pouch Cell Using Simplified Mini-Channel Cold Plates","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Silicon Carbide Semiconductor Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pouch; Channel (broadcasting); Materials science; Computer science; Geology; Telecommunications","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":[0.00008740051,0.0001847336,0.0002848977,0.00011613,0.0003342642,0.0003544522,0.0006492968,0.000239907,0.00105553],"category_scores_gemma":[0.00009935707,0.0001036852,0.0002198586,0.0001158381,0.0001617221,0.0003579729,0.0002818956,0.0001950951,0.0002378924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008402,"about_ca_system_score_gemma":0.0003390278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004687883,"about_ca_topic_score_gemma":0.001140121,"domain_scores_codex":[0.9999367,0.000004261087,0.00000248212,0.00001440821,0.00002402405,0.00001798531],"domain_scores_gemma":[0.9999347,0.00001250904,0.00001216302,0.00001156855,0.00001828649,0.0000108577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003414046,0.00005315127,0.001230336,0.0001168772,0.00001253144,0.0002223444,0.00005404335,0.008965768,0.9775841,0.0004502013,0.0003997323,0.01056947],"study_design_scores_gemma":[0.00004122833,0.0008428621,0.006247309,0.000009979977,0.0000450136,0.0002286522,0.0001469379,0.080881,0.9071276,0.0003097833,0.004072065,0.00004756043],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9731751,0.0005416283,0.02337158,0.00007093373,0.00006661491,0.00004013497,0.0001357772,0.0001736284,0.002424513],"genre_scores_gemma":[0.9920299,0.0001295333,0.005699334,0.00001639532,0.0000134683,0.00003184955,0.00007757881,0.00002042345,0.001981479],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00105553,"threshold_uncertainty_score":0.003531158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536654263456003,"score_gpt":0.2391062312416256,"score_spread":0.2237396886070656,"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."}}