{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"6a1c004c815d","filters":{"venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference"}},"results":[{"id":"W2332170459","doi":"10.2514/6.2014-1327","title":"Icephobic Coating Evaluation for Aerospace Application","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Bell Helicopter Textron (Canada); Université du Québec","funders":"","keywords":"Durability; Icing; Materials science; Coating; Icing conditions; Adhesion; Composite material; Centrifuge; Polypropylene; Erosion; Environmental science; Geology","authors":[{"name":"Caroline Laforte","is_ca":true},{"name":"Caroline Blackburn","is_ca":true},{"name":"Jean Perron","is_ca":true},{"name":"Roger J. Aubert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01079972340215785,"gpt":0.2385010477293787,"spread":0.2277013243272208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000649323,0.0006888861,0.0008079986,0.0002211496,0.0004516745,0.0004536884,0.0005381256,0.0005068285,0.00007473244],"category_scores_gemma":[0.0003887733,0.0006372346,0.0000961514,0.0001885464,0.0002610795,0.0003098971,0.0001534832,0.0003152657,0.000009161208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291664,"about_ca_system_score_gemma":0.00006647949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003672849,"about_ca_topic_score_gemma":0.0005081827,"domain_scores_codex":[0.9970519,0.0001217025,0.0007685557,0.0008114061,0.0004509045,0.0007955301],"domain_scores_gemma":[0.998179,0.0001867052,0.0003418994,0.0007663827,0.0003733443,0.0001526376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002375435,0.00001368512,0.0013736,0.001846392,0.0002348374,0.000002192079,0.001224094,0.009722902,0.1649925,0.3046434,0.0008872438,0.5148216],"study_design_scores_gemma":[0.002535777,0.0002763754,0.05172542,0.0002238094,0.0002961871,0.00008184797,0.0004448668,0.6637967,0.1386656,0.1396753,0.0005426773,0.001735381],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8857844,0.0001315014,0.1085934,0.0001710234,0.002005963,0.001334636,0.0003451963,0.001218118,0.0004157107],"genre_scores_gemma":[0.9865921,0.0001037242,0.01174612,0.00008666599,0.0003760683,0.0002058563,0.0007224212,0.0001020114,0.00006499671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6540738,"threshold_uncertainty_score":0.9996079,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2055525813","doi":"10.2514/6.2014-0675","title":"The NASA High Speed ASE Project: Computational Analyses of a Low-Boom Supersonic Configuration","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":6,"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":"Supersonic speed; Sonic boom; Boom; Aerospace engineering; Computer science; Environmental science; Aeronautics; Marine engineering; Engineering","authors":[{"name":"Walter A. Silva","is_ca":false},{"name":"Antonio De La Garza","is_ca":true},{"name":"Paul Scott Zink","is_ca":true},{"name":"Elias Bounajem","is_ca":true},{"name":"Christopher L. Johnson","is_ca":true},{"name":"Michael Buonanno","is_ca":true},{"name":"Mark D. Sanetrik","is_ca":false},{"name":"Seung Yoo","is_ca":false},{"name":"George Kopasakis","is_ca":false},{"name":"David M. Christhilf","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01241950514096636,"gpt":0.250782395860418,"spread":0.2383628907194516,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003358963,0.0007330591,0.0008998351,0.0002498717,0.0004918472,0.0006231102,0.0005907354,0.0002868632,0.0001570702],"category_scores_gemma":[0.0001505359,0.0005861212,0.0001611721,0.0002917595,0.0004903408,0.0003358301,0.0001560016,0.0003391028,0.000005949154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001792843,"about_ca_system_score_gemma":0.000199248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009871232,"about_ca_topic_score_gemma":0.001001753,"domain_scores_codex":[0.9965953,0.0002095333,0.001170376,0.0006887566,0.00064495,0.0006911256],"domain_scores_gemma":[0.9980116,0.0003840957,0.0003700466,0.0005152465,0.0005252747,0.0001937481],"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":[0.000303697,0.00002348915,0.0004369747,0.0008278682,0.0005477648,0.00001225845,0.0005973276,0.09944124,0.05314321,0.8258809,0.0001822986,0.01860294],"study_design_scores_gemma":[0.001283766,0.000137202,0.08517693,0.0001023272,0.0001176266,0.00006870581,0.0001686322,0.8481404,0.002280219,0.06170291,0.00004584945,0.0007754937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977269,0.0001979373,0.0178815,0.000138006,0.00186219,0.000707301,0.001421569,0.0002219614,0.0003005358],"genre_scores_gemma":[0.9940456,0.0001944685,0.003188884,0.00006983942,0.0002857083,0.00001911165,0.002026927,0.0000805593,0.00008889143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.764178,"threshold_uncertainty_score":0.999659,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1995142884","doi":"10.2514/6.2014-1380","title":"Crack Arrestment of Pi-Joined Bonded Composites","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":6,"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":"Composite material; Materials science","authors":[{"name":"Jason Action","is_ca":true},{"name":"Stephen P. Engelstad","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008434930365825091,"gpt":0.2149223344581912,"spread":0.2064874040923661,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000290372,0.001054297,0.001598483,0.0002643676,0.0002469672,0.0004129795,0.000945324,0.000488019,0.0009289905],"category_scores_gemma":[0.0001164556,0.0009457626,0.0001953531,0.0002036729,0.0004087617,0.0003610942,0.000355813,0.0004474676,0.00002003213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155297,"about_ca_system_score_gemma":0.00006317669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000284347,"about_ca_topic_score_gemma":0.0002226598,"domain_scores_codex":[0.9957231,0.0002355908,0.001431875,0.0009229672,0.0006710263,0.001015472],"domain_scores_gemma":[0.9975117,0.0002194212,0.0004422159,0.00105107,0.0002861531,0.0004894767],"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":[0.000269525,0.00002611728,0.0009874483,0.0008867037,0.0002210245,0.00001673613,0.0002771358,0.0004607519,0.7853016,0.1993248,0.0002640763,0.01196408],"study_design_scores_gemma":[0.004271864,0.0007902426,0.2020654,0.000488091,0.0005389384,0.0002330272,0.0001153353,0.06329506,0.63002,0.09443623,0.0006910083,0.003054763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990749,0.0003118504,0.003256884,0.0001368319,0.002720446,0.0008283954,0.0008094878,0.0005402576,0.0006468163],"genre_scores_gemma":[0.9890996,0.000157227,0.009460073,0.000117028,0.000297847,0.00003949611,0.0005978299,0.0001300849,0.0001008385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.201078,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333098343","doi":"10.2514/6.2014-1526","title":"Calculation of Equivalent Initial Flaw Size Distributions for Multiple Site Damage","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Materials science","authors":[{"name":"Guillaume Renaud","is_ca":true},{"name":"Min Liao","is_ca":true},{"name":"Yan Bombardier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04752229187363993,"gpt":0.325166752635382,"spread":0.2776444607617421,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292118,0.0006702791,0.001217915,0.0002254942,0.0005114272,0.0005918473,0.0009484471,0.0004193664,0.000452151],"category_scores_gemma":[0.005477163,0.0005207955,0.0002304791,0.00031602,0.0006986189,0.0004773784,0.0003675472,0.0002525063,0.00001019733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000133325,"about_ca_system_score_gemma":0.000174712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003647581,"about_ca_topic_score_gemma":0.0004356765,"domain_scores_codex":[0.9950565,0.0003664417,0.001670502,0.001129539,0.0009621836,0.0008148556],"domain_scores_gemma":[0.9950735,0.001821764,0.0008063657,0.001012806,0.0009283003,0.0003572518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009730043,0.00005126436,0.003371612,0.0006658913,0.0001971087,0.00001030601,0.000957081,0.004335703,0.07483541,0.8744025,0.0008973138,0.03930285],"study_design_scores_gemma":[0.004014939,0.0005477069,0.3447745,0.0001913001,0.00026457,0.00007689549,0.0001821242,0.2498123,0.01685682,0.3802727,0.001413129,0.001592948],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7343349,0.00006606567,0.2575686,0.0001929067,0.002229493,0.0008936561,0.004469708,0.0001208034,0.0001238944],"genre_scores_gemma":[0.9845475,0.00002986123,0.01378145,0.00006035391,0.0004196365,0.0000496524,0.0008212001,0.00004821987,0.0002421517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4941297,"threshold_uncertainty_score":0.9997244,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2333341090","doi":"10.2514/6.2014-0507","title":"Testing of Viscoelastic Materials and their Implications on the Life Expectancy of GFRP Aircraft","year":2014,"lang":"en","type":"article","venue":"55th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Transport Systems and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Carleton University","funders":"","keywords":"Viscoelasticity; Fibre-reinforced plastic; Life expectancy; Expectancy theory; Computer science; Materials science; Engineering; Structural engineering; Composite material; Psychology; Medicine; Social psychology","authors":[{"name":"Christopher S. Goudie","is_ca":true},{"name":"Craig G. Merrett","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01230539858064687,"gpt":0.1980407561890898,"spread":0.185735357608443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000242153,0.0006072655,0.001090448,0.0001889919,0.0002120042,0.0001244211,0.0005184699,0.0003431766,0.000182159],"category_scores_gemma":[0.0002165023,0.0004205163,0.00006994913,0.0001772834,0.0005111474,0.0001427644,0.0001171015,0.0002297599,0.000001855145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003485975,"about_ca_system_score_gemma":0.00005395749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019253,"about_ca_topic_score_gemma":0.0002309808,"domain_scores_codex":[0.9975283,0.000121268,0.00108809,0.0005475826,0.0001791819,0.0005355591],"domain_scores_gemma":[0.9981686,0.0003086702,0.0004378315,0.0007458593,0.0001831344,0.0001558453],"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":[0.00007637277,0.00001008087,0.001912729,0.001085681,0.0002041232,0.000001649971,0.0006501941,0.000153834,0.6103739,0.3760001,0.00003955975,0.009491791],"study_design_scores_gemma":[0.001572106,0.0005083023,0.6635751,0.0006606446,0.0002092638,0.0001887368,0.0005963606,0.004897625,0.2405805,0.0856574,0.0001943611,0.001359602],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994049,0.0002716953,0.001947206,0.0001631228,0.001014808,0.0006117668,0.00141399,0.0002633335,0.0002651315],"genre_scores_gemma":[0.9984848,0.000096774,0.0009641676,0.00004200583,0.0001630822,0.00005136847,0.0001127691,0.00007216018,0.00001288648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6616624,"threshold_uncertainty_score":0.9998246,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2319620109","doi":"10.2514/6.2014-0465","title":"Self-sensing of Strain in Carbon Nanotube Modified Carbon Fibre Reinforced Composites","year":2014,"lang":"en","type":"article","venue":"55th 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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Composite material; Epoxy; Carbon nanotube; Bending; Ultimate tensile strength; Contact resistance; Electrical resistance and conductance","authors":[{"name":"Wenjiao Liu","is_ca":true},{"name":"Pascal Hubert","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00627172100368073,"gpt":0.1987517564566825,"spread":0.1924800354530018,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005420475,0.0009370148,0.001380793,0.0002754661,0.0002285598,0.0003190508,0.0006746266,0.0005666761,0.0003134102],"category_scores_gemma":[0.0001480824,0.0008785122,0.000125805,0.0003241595,0.0008772344,0.0004269265,0.0005597203,0.0003572759,0.000005318145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003896214,"about_ca_system_score_gemma":0.00008374495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024385,"about_ca_topic_score_gemma":0.00352848,"domain_scores_codex":[0.9950128,0.0004623735,0.001507659,0.001226307,0.0007276431,0.001063259],"domain_scores_gemma":[0.9977189,0.0001368266,0.0008469813,0.0008927681,0.00009776999,0.000306742],"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":[0.0005796009,0.00001467588,0.01554336,0.0005869003,0.0001071265,0.00002646767,0.001331883,0.001642298,0.9406101,0.03064068,0.00001041021,0.008906511],"study_design_scores_gemma":[0.00448529,0.0005682699,0.4845812,0.0003681945,0.0002473412,0.0005731319,0.000374716,0.2199577,0.251235,0.03493811,0.00007662575,0.002594357],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944255,0.00003494998,0.0001492781,0.00009969524,0.002189557,0.0009457756,0.0003924366,0.0002240964,0.001538673],"genre_scores_gemma":[0.9941991,0.00005685424,0.004954072,0.00007795645,0.0002173902,0.00001392357,0.0003368995,0.00008544712,0.00005836285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.689375,"threshold_uncertainty_score":0.9993666,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}