{"meta":{"query_hash":"60e66bc010d6","filters":{"venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/60e66bc010d6","api":"https://metacan.xera.ac/api/v1/cohort?venue=50th+AIAA%2FASME%2FASCE%2FAHS%2FASC+Structures%2C+Structural+Dynamics%2C+and+Materials+Conference"},"results":[{"id":"W2114215374","doi":"10.2514/6.2009-2634","title":"Ground Characterisation of Tape-Spring Deployment Mechanism","year":2009,"lang":"en","type":"article","venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Space Agency","funders":"","keywords":"Spring (device); Software deployment; Mechanism (biology); Computer science; Geology; Engineering; Physics; Mechanical engineering; Operating system","score_opus":0.007527299459337652,"score_gpt":0.19876698194479164,"score_spread":0.19123968248545398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114215374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98927355,0.00025184377,0.0071859146,0.00014236025,0.0015491699,0.0005639657,0.00046675035,0.0003516716,0.00021479338],"genre_scores_gemma":[0.9932745,0.00074367883,0.00474302,0.00011762341,0.0003034644,0.000016562812,0.0006631614,0.000072139905,0.00006583981],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9966652,0.000107177744,0.0012047441,0.0007560471,0.0005271489,0.0007397066],"domain_scores_gemma":[0.9983857,0.000041346357,0.0004787657,0.0005810053,0.00025595888,0.00025716826],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001958794,0.0008113531,0.001106874,0.00031642622,0.00027472925,0.00042405396,0.0004900683,0.00038730627,0.0006032755],"category_scores_gemma":[0.000046231624,0.0007160706,0.00016982945,0.00027067983,0.00015505585,0.000647177,0.000120351106,0.00029113807,0.000005325376],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025785348,0.000019396528,0.0005492567,0.0006659121,0.00045919267,0.00002275652,0.0011206723,0.003868486,0.46310407,0.42606133,0.000042483527,0.10382859],"study_design_scores_gemma":[0.0023661484,0.0004005954,0.6054627,0.0002749525,0.00051226455,0.00015825605,0.0003601442,0.1396113,0.13243026,0.11582799,0.00016102557,0.002434402],"about_ca_topic_score_codex":0.00034640735,"about_ca_topic_score_gemma":0.00026399046,"teacher_disagreement_score":0.6049134,"about_ca_system_score_codex":0.00021242768,"about_ca_system_score_gemma":0.000049603797,"threshold_uncertainty_score":0.99952906},"labels":[],"label_agreement":null},{"id":"W2319402791","doi":"10.2514/6.2009-2496","title":"Low Velocity Impact of Electrified Assembled CFRP Composite Plates","year":2009,"lang":"en","type":"article","venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Composite number; Materials science; Composite material","score_opus":0.006610257500918642,"score_gpt":0.23451579444534937,"score_spread":0.22790553694443072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319402791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99540675,0.000069940645,0.00032019234,0.0001144957,0.0016088116,0.0009624819,0.0007939144,0.00024505533,0.00047836723],"genre_scores_gemma":[0.9961766,0.00015147324,0.002640725,0.00011678447,0.00024753218,0.000016299204,0.0005205104,0.000067344285,0.0000627583],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99494183,0.0003372884,0.0014016619,0.0012985184,0.0007630125,0.0012576764],"domain_scores_gemma":[0.9974159,0.00010322739,0.0009872376,0.00088805484,0.00014714766,0.00045844665],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00040920015,0.0010923953,0.0015082997,0.00023424761,0.00049222476,0.0005210535,0.00091750605,0.0005835034,0.002704354],"category_scores_gemma":[0.00012714781,0.00092958217,0.0002799641,0.00038988932,0.0006919456,0.0008490027,0.00033720367,0.00040669643,0.00004485874],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001029996,0.00004085794,0.012692075,0.00014571783,0.0001846277,0.000027243866,0.00039521337,0.00027321343,0.95637035,0.009579544,0.00019304847,0.019068098],"study_design_scores_gemma":[0.0016484441,0.0005449071,0.771443,0.0000868681,0.00012669302,0.00036615873,0.000047112342,0.003120823,0.19079308,0.030751957,0.000022508137,0.0010484228],"about_ca_topic_score_codex":0.0037230528,"about_ca_topic_score_gemma":0.00077076553,"teacher_disagreement_score":0.7655773,"about_ca_system_score_codex":0.00057015015,"about_ca_system_score_gemma":0.00014760616,"threshold_uncertainty_score":0.9993155},"labels":[],"label_agreement":null},{"id":"W2326449860","doi":"10.2514/6.2009-2646","title":"Hydroelastic Vibration of Partially Liquid-Filled Circular Cylindrical Shells Under Combined Internal Pressure and Axial Compression","year":2009,"lang":"en","type":"article","venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Compression (physics); Vibration; Materials science; Internal pressure; Structural engineering; Composite material; Mechanics; Acoustics; Physics; Engineering","score_opus":0.00683372168480723,"score_gpt":0.2117441332744431,"score_spread":0.20491041158963588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326449860","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92335826,0.00036100077,0.07312224,0.00018637744,0.0011473974,0.00051043235,0.0003991479,0.00025478457,0.00066035584],"genre_scores_gemma":[0.9975423,0.00017351171,0.0012158715,0.00019047302,0.00020318652,0.000009643478,0.0005498619,0.000049959122,0.00006518604],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99705106,0.00018966378,0.0010694121,0.00066894013,0.00047328096,0.00054763444],"domain_scores_gemma":[0.9986385,0.00007636494,0.0003381826,0.00044889137,0.000185048,0.00031302113],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015268916,0.0006491537,0.0010215432,0.00021235892,0.00024105981,0.00036386895,0.00037882276,0.00043988627,0.00082225463],"category_scores_gemma":[0.00005405884,0.00057731254,0.00013462166,0.00016007145,0.0003457422,0.00047400605,0.000118775766,0.00033798337,0.0000033944877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002441207,0.000080195416,0.00034658806,0.0012957723,0.0013069409,0.0000492315,0.0018798829,0.096578546,0.51594055,0.36690873,0.0001852491,0.012987116],"study_design_scores_gemma":[0.0027692334,0.00056698173,0.047409773,0.00019168858,0.00052261376,0.00009657799,0.00015867266,0.9026672,0.024460644,0.020072874,0.000052962117,0.0010307397],"about_ca_topic_score_codex":0.00018766879,"about_ca_topic_score_gemma":0.00023101007,"teacher_disagreement_score":0.8060887,"about_ca_system_score_codex":0.000060206723,"about_ca_system_score_gemma":0.00006638495,"threshold_uncertainty_score":0.9996678},"labels":[],"label_agreement":null},{"id":"W2330990173","doi":"10.2514/6.2009-2203","title":"A Comparison of Surrogate Models in the Framework of an MDO Tool for Wing Design","year":2009,"lang":"en","type":"article","venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Advanced Multi-Objective Optimization Algorithms","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Wing; Surrogate model; Computer science; Engineering; Aerospace engineering; Machine learning","score_opus":0.03670067804279188,"score_gpt":0.32314822911510355,"score_spread":0.2864475510723117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330990173","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3577615,0.00010716991,0.64003676,0.00012392273,0.0005363803,0.0010930083,0.00023764637,0.00007551541,0.000028085416],"genre_scores_gemma":[0.6535315,0.000045298984,0.34610593,0.0001203359,0.000065183216,0.000026920425,0.00007411966,0.000022297752,0.0000084215135],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9959814,0.00047915458,0.0012952032,0.0009730327,0.0005533058,0.00071793655],"domain_scores_gemma":[0.9969443,0.00044927938,0.00090799364,0.0010183639,0.0005353548,0.0001446837],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006614998,0.0006206639,0.0011931234,0.000281497,0.0002700955,0.00038026157,0.0016582509,0.00034118336,0.000027238717],"category_scores_gemma":[0.000296775,0.0004923242,0.00011702606,0.00044145255,0.0003475012,0.0012579557,0.00020887051,0.00034510356,4.281299e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00053898833,0.00009334386,0.00023388439,0.0002557837,0.00007546854,0.000011391423,0.008310577,0.07686266,0.015000179,0.80163896,0.000013661703,0.096965104],"study_design_scores_gemma":[0.0011771617,0.00045534634,0.01953545,0.00011716724,0.000033734294,0.00003461768,0.0003548643,0.6461003,0.0121039655,0.31955615,0.000004167265,0.0005270646],"about_ca_topic_score_codex":0.00014182484,"about_ca_topic_score_gemma":0.00008845741,"teacher_disagreement_score":0.56923765,"about_ca_system_score_codex":0.00010397957,"about_ca_system_score_gemma":0.00018621708,"threshold_uncertainty_score":0.9997528},"labels":[],"label_agreement":null},{"id":"W2332914705","doi":"10.2514/6.2009-2668","title":"Nonlinear Dynamic Response of Ring-Based Vibratory Angular Rate Sensors","year":2009,"lang":"en","type":"article","venue":"50th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Nonlinear system; Ring (chemistry); Control theory (sociology); Computer science; Physics; Artificial intelligence","score_opus":0.006167826006102765,"score_gpt":0.2224870608835794,"score_spread":0.21631923487747662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332914705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905011,0.00042128767,0.003785315,0.00015006302,0.001815392,0.0008152299,0.0017084704,0.0006725728,0.00013057866],"genre_scores_gemma":[0.9836475,0.00016661432,0.015049559,0.00019300393,0.00019163062,0.000014677569,0.0004397088,0.00016913752,0.00012812998],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99531937,0.00039033216,0.0014203694,0.001092527,0.00055686623,0.0012205285],"domain_scores_gemma":[0.99725544,0.00027338232,0.0004900596,0.0011885286,0.00033790566,0.0004546921],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046408045,0.0012154862,0.0015110376,0.0004914358,0.00026393094,0.00026029328,0.00073259766,0.0006267455,0.00038142345],"category_scores_gemma":[0.00029956517,0.0011781093,0.00020765013,0.00037605563,0.0005961088,0.000466376,0.00012612763,0.0005841629,0.00001348822],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002938708,0.000042626365,0.00019882296,0.0010882242,0.0003780365,0.00026437905,0.0011984546,0.03383454,0.92477655,0.01637294,0.00008601222,0.018820712],"study_design_scores_gemma":[0.00495767,0.0008165524,0.1562571,0.0004446851,0.00031418802,0.00029604597,0.0004906173,0.54378504,0.27230716,0.016636942,0.00030597564,0.0033880272],"about_ca_topic_score_codex":0.00007246267,"about_ca_topic_score_gemma":0.00011508076,"teacher_disagreement_score":0.6524694,"about_ca_system_score_codex":0.00030928507,"about_ca_system_score_gemma":0.00019511528,"threshold_uncertainty_score":0.9990669},"labels":[],"label_agreement":null}]}