{"id":"W2049499101","doi":"10.2514/1.25627","title":"Analysis and Design of Robust Helium Aerostats","year":2007,"lang":"en","type":"article","venue":"Journal of Aircraft","topic":"Aerospace Engineering and Energy Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Aerospace engineering; Envelope (radar); Helium; Finite element method; Aeronautics; Shell (structure); Marine engineering; Environmental science; Computer science; Structural engineering; Engineering; Mechanical engineering; Physics","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":[0.0006252372,0.00009656615,0.0003043443,0.0002973045,0.00001471654,0.00001123442,0.00007603675,0.00006254888,0.000007379514],"category_scores_gemma":[0.00002561041,0.00008468101,0.00009852787,0.0003757358,0.00001824382,0.00009489107,0.000007569248,0.0001283068,0.00000100737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003226403,"about_ca_system_score_gemma":0.00000952251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001244925,"about_ca_topic_score_gemma":0.00001056694,"domain_scores_codex":[0.9992238,0.00001250035,0.0003841555,0.00004986783,0.0001727335,0.000156987],"domain_scores_gemma":[0.9995413,0.00008281865,0.00009676125,0.00009449348,0.00007852202,0.0001061129],"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":[0.00001207255,0.000008126747,0.004208912,0.00003585207,0.0003973382,0.00002145086,0.0002020792,0.9833289,0.01073458,0.000007598453,0.0004085583,0.0006344689],"study_design_scores_gemma":[0.003055172,0.001118546,0.2429767,0.0006311695,0.002433236,0.0007208834,0.001842798,0.6072295,0.1329234,0.00006145319,0.005670049,0.001337134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2671523,0.001024533,0.731402,0.00001586209,0.0002470358,0.00001790761,9.255365e-7,0.00002391649,0.0001154938],"genre_scores_gemma":[0.9852365,0.0001602288,0.01436574,0.00000426816,0.0001237395,2.279696e-7,3.437607e-7,0.00001677077,0.00009222784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7180842,"threshold_uncertainty_score":0.3453191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106837441078554,"score_gpt":0.2005867556907492,"score_spread":0.1895183812799637,"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."}}