{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"52140b934e88","filters":{"venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference"}},"results":[{"id":"W2320191070","doi":"10.2514/6.2011-2013","title":"Investigation of Shortfalls in Hypersonic Vehicle Structure Combined Environment Analysis Capability","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Rocket and propulsion systems research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Aeronautics; Computer science; Hypersonic speed; Aerospace engineering; Systems engineering; Engineering","authors":[{"name":"Brian Zuchowski","is_ca":true},{"name":"H. Shelby","is_ca":true},{"name":"J. Macguire","is_ca":true},{"name":"P. McAuliffe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02296570043682811,"gpt":0.2143942244392316,"spread":0.1914285240024035,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003787868,0.0006454832,0.001210043,0.0004834786,0.0001581099,0.0001689838,0.000580098,0.0004597941,0.001428803],"category_scores_gemma":[0.00004103659,0.0005543474,0.0001529582,0.0005451106,0.0003809515,0.0003274039,0.0002289789,0.0004364312,0.000003899847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264219,"about_ca_system_score_gemma":0.00007847779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183178,"about_ca_topic_score_gemma":0.001593049,"domain_scores_codex":[0.9964071,0.0002952254,0.001181889,0.0007784485,0.000619415,0.0007179137],"domain_scores_gemma":[0.9984303,0.00007157541,0.0002845936,0.0007668264,0.0001423396,0.0003043709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007114728,0.00003448118,0.1566792,0.002393042,0.001681384,0.00005818444,0.007967742,0.001998517,0.765117,0.01584111,0.00006193282,0.047456],"study_design_scores_gemma":[0.001179487,0.0001598981,0.8215917,0.00007910935,0.0002305905,0.00002288797,0.0003742774,0.03228899,0.1210663,0.02211926,0.00001878577,0.0008686839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997168,0.0002373882,0.0002072111,0.00003371736,0.0005057359,0.0007519253,0.0008133005,0.00009668049,0.0001860563],"genre_scores_gemma":[0.9978424,0.0002247428,0.001288097,0.00001850207,0.00006442965,0.00003179013,0.0004270294,0.00005734928,0.00004561507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6649126,"threshold_uncertainty_score":0.9996908,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2105618302","doi":"10.2514/6.2011-2170","title":"Compression Behavior of Fluted-Core Composite Panels","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"High-Velocity Impact and Material Behavior","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Buckling; Finite element method; Structural engineering; Stiffness; Materials science; Core (optical fiber); Aerospace; Composite material; Compression (physics); Advanced composite materials; Specific modulus; Composite number; Engineering; Aerospace engineering","authors":[{"name":"Marc R. Schultz","is_ca":false},{"name":"Leonard Oremont","is_ca":true},{"name":"J. Carlos Guzman","is_ca":false},{"name":"Douglas A. McCarville","is_ca":false},{"name":"Cheryl A. Rose","is_ca":false},{"name":"Mark W. Hilburger","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04396447806050433,"gpt":0.2753877766385344,"spread":0.23142329857803,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004206263,0.00115403,0.00171718,0.0002883515,0.0005948734,0.0005941907,0.001290459,0.0006748607,0.005082692],"category_scores_gemma":[0.00006655521,0.0009323625,0.0002021738,0.0002503937,0.0009802614,0.0007515649,0.0008034557,0.0003810577,0.00004308218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365858,"about_ca_system_score_gemma":0.0001972119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633974,"about_ca_topic_score_gemma":0.0002229865,"domain_scores_codex":[0.9946989,0.0002963823,0.001642052,0.001247232,0.0008370487,0.001278433],"domain_scores_gemma":[0.9966111,0.00008349918,0.001089225,0.001109696,0.0005171002,0.0005894327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004937385,0.00005678257,0.001491604,0.0003016407,0.00004129909,0.00006031005,0.001245126,0.000003730272,0.9647549,0.0279884,0.00005124971,0.003511233],"study_design_scores_gemma":[0.001463774,0.0003403704,0.2735911,0.0002208272,0.0003065534,0.0002734767,0.0002135247,0.0002014843,0.7151174,0.007039091,0.00006705903,0.001165319],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894089,0.00009646383,0.0002630197,0.00004671234,0.003970277,0.001170687,0.004464721,0.0002882658,0.0002909901],"genre_scores_gemma":[0.9919043,0.0001175917,0.006587279,0.00008931145,0.0002518801,0.00007183399,0.0006853139,0.0001118273,0.0001806338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2720995,"threshold_uncertainty_score":0.9993127,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2317039401","doi":"10.2514/6.2011-2139","title":"Numerical Simulation of Self-sustained Oscillations of an Airfoil at a Transitional Reynolds Number Using High Order Schemes","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Military College of Canada","funders":"Ministère de la Défense Nationale","keywords":"Airfoil; Reynolds number; Mechanics; Computer simulation; Computer science; Physics; Control theory (sociology); Mathematics; Turbulence; Artificial intelligence","authors":[{"name":"Baoyuan Wang","is_ca":true},{"name":"Dominique Poirel","is_ca":true},{"name":"Weixing Yuan","is_ca":true},{"name":"Gecheng Zha","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01284518216082873,"gpt":0.2342507832201152,"spread":0.2214056010592865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000146291,0.0005629955,0.0007790804,0.0001902348,0.0002381516,0.0001014924,0.000306245,0.0003262514,0.0005875178],"category_scores_gemma":[0.00003821261,0.0005434761,0.0001140263,0.0003511253,0.0002217415,0.0003964175,0.0001208671,0.0001990361,0.000001358856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125195,"about_ca_system_score_gemma":0.0001471284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004017015,"about_ca_topic_score_gemma":0.0001884397,"domain_scores_codex":[0.9973689,0.00009806768,0.001018346,0.0005489227,0.0004857087,0.00048006],"domain_scores_gemma":[0.9982997,0.0000972444,0.0003206762,0.0003977733,0.0006883272,0.0001963005],"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":[0.0003433423,0.00006514978,0.001411553,0.0008843677,0.0004314464,0.00001736975,0.001383786,0.5237749,0.06705343,0.4009641,0.000005204871,0.003665283],"study_design_scores_gemma":[0.0008518773,0.00008138854,0.05568543,0.00005935323,0.0001155733,0.00006549172,0.00007175905,0.9115602,0.002353965,0.02856573,0.00001022544,0.0005790343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675524,0.00003819,0.02953608,0.00002033647,0.0006718642,0.0003806717,0.001471972,0.0001622253,0.0001663246],"genre_scores_gemma":[0.9630485,0.00004164094,0.03572099,0.00001875473,0.0001028737,0.000008223819,0.0009621584,0.00007732444,0.0000195209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3877853,"threshold_uncertainty_score":0.9997017,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2321672834","doi":"10.2514/6.2011-1884","title":"Wing Line Discretization for the Development of a Modular Morphing Wing","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Aeroelasticity and Vibration Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Wing; Morphing; Modular design; Discretization; Computer science; Line (geometry); Wing twist; Structural engineering; Aerospace engineering; Engineering; Computer graphics (images); Mathematics; Geometry; Aerodynamics","authors":[{"name":"Allan Daniel Finistauri","is_ca":true},{"name":"Fengfeng Xi","is_ca":true},{"name":"Paul Walsh","is_ca":true},{"name":"Kamran Behdinan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02387213959802127,"gpt":0.2202206520703353,"spread":0.196348512472314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002567668,0.0004823194,0.0005854054,0.0001121104,0.0004558375,0.0002472532,0.000404546,0.0002208376,0.0001871672],"category_scores_gemma":[0.00009949217,0.000364372,0.00008513919,0.000133138,0.0001576364,0.0003799228,0.0001360273,0.0001971823,0.000001091383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007303985,"about_ca_system_score_gemma":0.00008334062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000864465,"about_ca_topic_score_gemma":0.0003165304,"domain_scores_codex":[0.9978768,0.00005465841,0.0008727165,0.0004203331,0.0002845779,0.000490971],"domain_scores_gemma":[0.9989347,0.0001262524,0.0002750087,0.0003364015,0.0002045062,0.0001231502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004806583,0.00002047523,0.0004458939,0.001521221,0.0007719539,0.000006812702,0.01001689,0.02184989,0.5802487,0.324806,0.00003647768,0.05979505],"study_design_scores_gemma":[0.001789272,0.0001314664,0.05575937,0.0002836304,0.0002529925,0.0000352395,0.0007376854,0.7989079,0.1168201,0.02402818,0.0001640428,0.001090123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6862646,0.0001316667,0.3115474,0.00006161608,0.0009348477,0.0005924153,0.0002697882,0.0001165722,0.0000810313],"genre_scores_gemma":[0.9802006,0.00006522119,0.01908891,0.00004159944,0.0002145554,0.00005522118,0.0002402477,0.00006246035,0.0000311445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.777058,"threshold_uncertainty_score":0.9998809,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314878479","doi":"10.2514/6.2011-1766","title":"Application of the stochastic normal form for a nonlinear aeroelastic model","year":2011,"lang":"en","type":"article","venue":"52nd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aeroelasticity; Nonlinear system; Computer science; Aerodynamics; Engineering; Aerospace engineering; Physics","authors":[{"name":"Jian Deng","is_ca":true},{"name":"Cristina Antón","is_ca":true},{"name":"Yau Shu Wong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04994575524714157,"gpt":0.2793649067489747,"spread":0.2294191515018332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007217356,0.0005659626,0.0008547296,0.0001851016,0.0004006592,0.0002782967,0.00146296,0.0003209065,0.0002568919],"category_scores_gemma":[0.0008306066,0.0003532941,0.0001895657,0.0003263455,0.0005239624,0.0003296239,0.0004347294,0.0002446392,0.000005266095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000790324,"about_ca_system_score_gemma":0.0002408675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552288,"about_ca_topic_score_gemma":0.0001697735,"domain_scores_codex":[0.9962675,0.00009680787,0.001272816,0.0008845337,0.0008287369,0.0006495888],"domain_scores_gemma":[0.9969377,0.000384342,0.0007550087,0.00102264,0.00068152,0.0002187921],"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":[0.0007064362,0.00004270814,0.0002171132,0.0003673323,0.0001426695,0.000002458541,0.001618524,0.02660072,0.02586886,0.9155132,0.0001472653,0.02877277],"study_design_scores_gemma":[0.0007077444,0.0001259223,0.009740896,0.00004381891,0.0001030773,0.00004575399,0.0001043631,0.6673838,0.002548512,0.3187234,0.000029857,0.0004428723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4467514,0.00004634281,0.549601,0.00006824047,0.0009730997,0.0009942572,0.001392736,0.00005603247,0.000116854],"genre_scores_gemma":[0.9736803,0.00001194547,0.0256958,0.00006426434,0.0001301849,0.00008902285,0.00009253778,0.00004613006,0.0001898085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6407831,"threshold_uncertainty_score":0.9998919,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}