{"id":"W4402688902","doi":"10.2514/6.2024-3621","title":"Experimental Study of a Thermal Ground Plane in a Battery Thermal Management System for Electric Aircraft Applications","year":2024,"lang":"en","type":"article","venue":"","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Thermal; Thermal management of electronic devices and systems; Aerospace engineering; Ground plane; Battery (electricity); Electrical engineering; Automotive engineering; Environmental science; Computer science; Nuclear engineering; Engineering; Mechanical engineering; Physics; Meteorology","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":[0.00014488,0.0001087057,0.0001328853,0.0002320744,0.00002611601,0.00004129685,0.0001574063,0.00003398504,0.00001552918],"category_scores_gemma":[2.917494e-7,0.00009782607,0.00003787798,0.0003014766,0.000008816697,0.00005386121,0.00004378315,0.0000903334,0.0000118175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001757011,"about_ca_system_score_gemma":0.000007751103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000518868,"about_ca_topic_score_gemma":0.00004541074,"domain_scores_codex":[0.9992056,0.00001384106,0.0002238714,0.0001811474,0.0001535019,0.0002220108],"domain_scores_gemma":[0.999734,0.00004199779,0.000007135791,0.0001761665,0.00001073321,0.000029953],"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":[0.0001072022,0.001904132,0.0009189232,0.003214277,0.0008472353,0.0001110421,0.002787483,0.158448,0.7790545,0.03710348,0.0001704647,0.01533325],"study_design_scores_gemma":[0.0005134946,0.0001844217,0.003780383,0.00003000587,0.00001455806,0.000003042769,0.002097862,0.9922142,0.0009616125,0.000009031162,0.00006109224,0.0001302814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662884,0.0004452819,0.02729696,0.00000789374,0.00006688581,0.001548765,0.00001209515,0.0001605623,0.004173181],"genre_scores_gemma":[0.9981269,0.000006378137,0.0002433505,0.000002242945,0.00003088917,0.001334656,0.00001415214,0.00003557254,0.0002058526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8337662,"threshold_uncertainty_score":0.3989231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057129844214146,"score_gpt":0.2577449997051134,"score_spread":0.2471737012629719,"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."}}