{"id":"W2142311038","doi":"10.1017/cbo9780511844652.005","title":"Aerodynamic Considerations","year":2010,"lang":"en","type":"book-chapter","venue":"Aircraft Design","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Aerodynamics; Nacelle; Aerospace engineering; Payload (computing); Engineering; Conceptual design; Point (geometry); Flight control surfaces; Mechanical engineering; Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002682369,0.0004900057,0.0004339665,0.0002760479,0.0001700938,0.0001249463,0.0002766619,0.000832263,0.00172997],"category_scores_gemma":[0.00003745939,0.0005409479,0.0001782218,0.00003709391,0.0002127647,0.00008845991,0.00006731597,0.001543202,0.00133482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001633261,"about_ca_system_score_gemma":0.0001554117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006890687,"about_ca_topic_score_gemma":0.000329224,"domain_scores_codex":[0.9983441,0.00001796858,0.0004087186,0.000399519,0.0003805917,0.000449128],"domain_scores_gemma":[0.9986138,0.0002598919,0.00004459191,0.0007377432,0.0001447259,0.0001992892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000144892,0.00003345677,0.000004514693,0.0002074594,0.0006466661,0.0005082835,0.0001413935,0.05648476,0.06456345,0.8378307,0.03461903,0.004945776],"study_design_scores_gemma":[0.0004906185,0.000120655,0.00008706097,0.000137311,0.0001376213,0.0001493637,0.000003741813,0.6095548,0.000202692,0.3049344,0.08231736,0.001864424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009555445,0.0008238992,0.1922304,0.0002139672,0.001231261,0.000953332,0.0002053041,0.000994426,0.8032519],"genre_scores_gemma":[0.1110969,0.002063342,0.04852514,0.0002287505,0.000689879,0.0001324751,0.0004307242,0.0009706024,0.8358622],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.55307,"threshold_uncertainty_score":0.9997042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258494940929992,"score_gpt":0.2221333859987392,"score_spread":0.1995484365894392,"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."}}