{"id":"W4406898500","doi":"10.1016/j.est.2025.115546","title":"Improve immersion cooling of cylindrical batteries in channel flows using the Tesla valve principle","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Immersion (mathematics); Materials science; Mechanics; Gate valve; Mechanical engineering; Electrical engineering; Physics; Automotive engineering; Engineering; Mathematics; Geometry","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":[0.0002398469,0.0002081139,0.0003169565,0.0001512902,0.0002927442,0.000436773,0.0003289958,0.0002034737,0.00161086],"category_scores_gemma":[0.0004002177,0.0001104379,0.0002393306,0.0001347694,0.0004226136,0.000764618,0.0004547468,0.0003705343,0.0002580532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002868289,"about_ca_system_score_gemma":0.0004176662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005809615,"about_ca_topic_score_gemma":0.0005771465,"domain_scores_codex":[0.9999179,0.00001015855,0.000003924105,0.00002044084,0.00002468365,0.00002290174],"domain_scores_gemma":[0.9998902,0.00003607567,0.00001574453,0.00001399076,0.00003245001,0.00001150386],"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":[0.0002623442,0.00003860001,0.0005389662,0.0001396343,0.000005663435,0.00004588142,0.0001488002,0.003601357,0.9771409,0.005899827,0.0004805221,0.01169741],"study_design_scores_gemma":[0.00003869728,0.0003273,0.001118732,0.00001371483,0.0000124419,0.00008972068,0.00006233883,0.03783862,0.9517549,0.0007396121,0.007983234,0.0000205409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8925894,0.0009259538,0.09668059,0.0002488129,0.0001467156,0.00005446857,0.0001153447,0.0004789917,0.008759643],"genre_scores_gemma":[0.9853925,0.000231844,0.01178534,0.00002728125,0.00002215542,0.00002594825,0.0000569937,0.0001008218,0.002357146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00161086,"threshold_uncertainty_score":0.005388916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159906460092614,"score_gpt":0.2811383192836082,"score_spread":0.2651476732743467,"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."}}