{"id":"W2040823482","doi":"10.2514/1.40657","title":"Promising Benefits of an Active-Extrados Morphing Laminar Wing","year":2009,"lang":"en","type":"article","venue":"Journal of Aircraft","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Morphing; Wing; Laminar flow; Swept wing; Materials science; Structural engineering; Aerospace engineering; Computer science; Engineering; Computer graphics (images)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001753917,0.0000980426,0.0002305413,0.0001175062,0.00004383861,0.0000269946,0.000124747,0.00005890218,0.00002098828],"category_scores_gemma":[0.00005102544,0.00009177704,0.00008163226,0.00009707328,0.00001195139,0.0007843205,0.000004665544,0.0002299621,0.000001617365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003762916,"about_ca_system_score_gemma":0.0000215075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.769318e-7,"about_ca_topic_score_gemma":0.000001631822,"domain_scores_codex":[0.9992038,0.00002143673,0.0003780157,0.00005644116,0.0002013253,0.0001389601],"domain_scores_gemma":[0.9995405,0.00004839769,0.0001514297,0.00008071521,0.00009597202,0.00008295986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001260668,0.0001212624,0.0001452017,0.00004416639,0.00008362238,0.00003318311,0.001493972,0.5684581,0.2931488,0.0002806314,0.0001103355,0.1359545],"study_design_scores_gemma":[0.004460784,0.002546089,0.1272462,0.001182611,0.0002508455,0.0005866679,0.0008229754,0.3878597,0.4725834,0.001104805,0.0006848954,0.0006709696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550057,0.0002041435,0.04392899,0.0002370805,0.0001685985,0.0000738126,0.000002048975,0.00003339368,0.0003462252],"genre_scores_gemma":[0.9941035,0.00002065432,0.005499409,0.00004271003,0.0003107324,3.286068e-7,5.136869e-7,0.00001234332,0.00000982284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1805985,"threshold_uncertainty_score":0.3742559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064902886819597,"score_gpt":0.2215181777381759,"score_spread":0.2108691488699799,"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."}}