{"id":"W3189482161","doi":"10.1109/itherm51669.2021.9503205","title":"Hybrid Electric Aircraft Thermal Management: Now, New Visions and Future Concepts and Formulation","year":2021,"lang":"en","type":"article","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turbofan; Jet fuel; Automotive engineering; Aviation; Fuel efficiency; Range (aeronautics); Aeronautics; Auxiliary power unit; On board; Environmental science; Engineering; Aerospace engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003026383,0.0000934096,0.00008057711,0.00002383431,0.0001132196,0.00002750534,0.0000631415,0.00003831419,0.0007130516],"category_scores_gemma":[0.00000480811,0.00007698465,0.00001590456,0.0001610365,0.00004303104,0.0002424919,0.0001705301,0.00007197085,0.00005041773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002352338,"about_ca_system_score_gemma":0.0000035223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006999713,"about_ca_topic_score_gemma":0.00001304696,"domain_scores_codex":[0.9993823,0.000008461777,0.00008487535,0.0002493137,0.0001065676,0.000168508],"domain_scores_gemma":[0.9997591,0.00001720785,0.00002134228,0.0001411392,0.000003114112,0.00005813192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000009583247,0.00002958119,0.01002969,0.000008072704,0.00001525703,0.00005942146,0.00007121358,0.0000745169,0.03064408,0.01149506,0.003526058,0.9440374],"study_design_scores_gemma":[0.002197837,0.0002234321,0.5025432,0.00002347982,0.0000719857,0.000178387,0.0008636438,0.006984703,0.106775,0.0745473,0.3047342,0.0008568348],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89318,0.001289685,0.04297673,0.004084042,0.00009331178,0.000349151,0.000002133652,0.0003800454,0.05764497],"genre_scores_gemma":[0.9773638,0.0009670357,0.01666861,0.0003322871,0.00003266092,0.000004391489,0.000003876106,0.000007818904,0.004619558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9431806,"threshold_uncertainty_score":0.7807416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006137990566140747,"score_gpt":0.2300491596664852,"score_spread":0.2239111691003444,"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."}}