{"id":"W4407414111","doi":"10.2514/6.2025-1718","title":"Thermodynamic Analysis of Commercial Aircraft Environmental Control Systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Environmental control system; Environmental science; Control (management); Computer science; Aerospace engineering; Engineering","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":[0.0002293919,0.0002749033,0.0003408549,0.0005754042,0.0004831423,0.0007940249,0.0003786701,0.0003532001,0.00454332],"category_scores_gemma":[0.0006734164,0.0002047104,0.0004404893,0.0004296528,0.0005033481,0.0005043722,0.0003049803,0.0002119363,0.0004380579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000867218,"about_ca_system_score_gemma":0.000647968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01078759,"about_ca_topic_score_gemma":0.005731203,"domain_scores_codex":[0.9997962,0.00003122361,0.00001036829,0.00003416675,0.00009215411,0.00003594041],"domain_scores_gemma":[0.999848,0.00006790174,0.00001321572,0.00001326743,0.00005147752,0.000006022905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004788021,0.00005665515,0.001935396,0.0001226193,0.00002757557,0.0001288773,0.00006019693,0.9396269,0.01562826,0.02551429,0.0005753024,0.01627608],"study_design_scores_gemma":[0.000003350462,0.00001649728,0.001263833,0.000004440271,0.000004745832,0.00001775671,0.00001610301,0.992124,0.002909776,0.002206099,0.001426636,0.000006729451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5910133,0.002232984,0.2930834,0.0004637971,0.0001072326,0.0002217248,0.001446983,0.0007825424,0.110648],"genre_scores_gemma":[0.990391,0.0002588547,0.003819288,0.00001540928,0.00001120124,0.00006825051,0.0002537193,0.00006842641,0.005113819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01078759,"threshold_uncertainty_score":0.02144957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004913712552356404,"score_gpt":0.2157540363009392,"score_spread":0.2108403237485828,"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."}}