{"id":"W7038488016","doi":"","title":"INVESTIGATION ON SMART SENSORS TO PREDICT FLUTTER AND AEROLASTIC RESPONSE","year":2009,"lang":"en","type":"other","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeroelasticity; Flutter; Aerodynamics; Airfoil; Transonic; Wind tunnel; Vibration; Supersonic speed","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003185758,0.0005593509,0.000511726,0.0006127753,0.0001367448,0.0006070831,0.000468573,0.001021679,0.001416232],"category_scores_gemma":[0.0007638642,0.0001981783,0.000334239,0.0003174077,0.0001875499,0.0008890154,0.0002153371,0.0003560019,0.0004997551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378231,"about_ca_system_score_gemma":0.0001549033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004005771,"about_ca_topic_score_gemma":0.0005171844,"domain_scores_codex":[0.9997784,0.00002504602,0.00001079118,0.00005882844,0.0001061718,0.00002064718],"domain_scores_gemma":[0.9997906,0.00007451831,0.00002478245,0.00002183296,0.00007682763,0.00001142325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000545576,0.0003579144,0.01582961,0.0006333472,0.0001310063,0.0004594653,0.0001761671,0.06366889,0.5026891,0.002971621,0.002758817,0.4097785],"study_design_scores_gemma":[0.00002841342,0.0008188015,0.01805027,0.00006661289,0.00009011744,0.0005011304,0.0001836311,0.8364235,0.1369588,0.001539815,0.00528887,0.00005004276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3757351,0.00449683,0.6031944,0.0005567381,0.0005409053,0.0003107738,0.0004696174,0.002543572,0.01215208],"genre_scores_gemma":[0.9360409,0.001185876,0.05806396,0.0001809956,0.00006398883,0.0001037249,0.0002303808,0.00003502468,0.004095201],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001416232,"threshold_uncertainty_score":0.004737794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05168708854611551,"score_gpt":0.2923630430121195,"score_spread":0.240675954466004,"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."}}