{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003218128,0.0004114764,0.0003445379,0.0001979651,0.0004726183,0.000356065,0.0004034504,0.0003876612,0.002241187],"category_scores_gemma":[0.0008384702,0.0002304883,0.000221124,0.0002256598,0.0005523775,0.0005451987,0.0002621796,0.0003563114,0.0003876267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002878593,"about_ca_system_score_gemma":0.0002673546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006056248,"about_ca_topic_score_gemma":0.000905111,"domain_scores_codex":[0.9996508,0.00006675386,0.00002062658,0.00008172647,0.0001180609,0.00006192178],"domain_scores_gemma":[0.9994742,0.0001757776,0.00007279355,0.00007871055,0.0001548208,0.00004377148],"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":[0.000836025,0.0004750754,0.002829239,0.0002579733,0.00002088666,0.0003286976,0.000447713,0.005593103,0.9797329,0.000247925,0.0002562945,0.008974274],"study_design_scores_gemma":[0.00008891978,0.007647796,0.01305804,0.00001744882,0.00003851451,0.0002185219,0.0004062392,0.01303862,0.9635625,0.00008402577,0.0018141,0.00002530793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974592,0.00003472738,0.001702906,0.00002113872,0.00001522176,0.00003543813,0.00009248631,0.00004028677,0.000598583],"genre_scores_gemma":[0.9980652,0.00003952405,0.001182983,0.000008476467,0.000003709255,0.0000245115,0.00005121133,0.0000137545,0.0006106949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002241187,"threshold_uncertainty_score":0.007497549,"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."}}