{"id":"W4386036986","doi":"10.1007/978-3-031-32639-4_2","title":"Design Considerations for Hybrid-Electric Propulsion Systems for FW-VTOL Aircraft","year":2023,"lang":"en","type":"book-chapter","venue":"Sustainable aviation","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Propulsion; Takeoff; Takeoff and landing; Sizing; Fuel efficiency; Aerospace engineering; Aerospace; Automotive engineering; Engineering; Runway; Test bench; Hybrid system; Hybrid vehicle; Aeronautics; Power (physics); Computer science; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004707757,0.0003685068,0.0003742712,0.000253201,0.0006352308,0.0001135927,0.0001940258,0.0003525621,0.00008127467],"category_scores_gemma":[0.0007216509,0.0003662414,0.0001372162,0.0001249062,0.00008579775,0.0003519086,0.0001034644,0.0002019068,0.0001753343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062382,"about_ca_system_score_gemma":0.0001203553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004652669,"about_ca_topic_score_gemma":0.000007037313,"domain_scores_codex":[0.9979327,0.00002593356,0.0004541792,0.0006614033,0.0003157828,0.0006099884],"domain_scores_gemma":[0.998347,0.0006631431,0.0003594673,0.0003969996,0.000169578,0.00006378483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002296142,0.00007596083,0.00001900369,0.001101262,0.0001259316,0.000102285,0.0001634224,0.04520901,0.001483015,0.7887787,0.1448768,0.017835],"study_design_scores_gemma":[0.0005259143,0.0004496302,0.000008270325,0.00005791769,0.0001015377,0.00001254991,0.0001583439,0.01955708,0.001535406,0.9045835,0.0724823,0.0005275842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00003253809,0.0003915058,0.972287,0.0007342379,0.0003802556,0.01183768,0.00007717578,0.001109608,0.01314999],"genre_scores_gemma":[0.03005072,0.0002548909,0.01538434,0.000092002,0.0001726381,0.003694996,0.0002686763,0.0002106001,0.9498711],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9569027,"threshold_uncertainty_score":0.9998789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966841964921247,"score_gpt":0.2440508503417349,"score_spread":0.2143824306925224,"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."}}