{"meta":{"query_hash":"7c9de254360f","filters":{"venue":"2018 Fluid Dynamics Conference"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"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/7c9de254360f","api":"https://metacan.xera.ac/api/v1/cohort?venue=2018+Fluid+Dynamics+Conference"},"results":[{"id":"W2803857192","doi":"10.2514/6.2018-4263","title":"Temporal Stabilisation of Flux Reconstruction on Linear Problems","year":2018,"lang":"en","type":"preprint","venue":"2018 Fluid Dynamics Conference","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Queen's University; Queen's University Belfast","keywords":"Filter (signal processing); Turbulence; Large eddy simulation; Dissipation; Flux (metallurgy); Domain (mathematical analysis); Reynolds number; Mechanics; Mathematics; Control theory (sociology); Applied mathematics; Computer science; Algorithm; Physics; Mathematical analysis; Materials science; Artificial intelligence","score_opus":0.02131514801272127,"score_gpt":0.22050480965717315,"score_spread":0.19918966164445187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803857192","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10859484,0.00024821205,0.88584495,0.0002547451,0.00006072254,0.000045134024,0.000055148477,0.0005215324,0.004374688],"genre_scores_gemma":[0.8239978,0.00025023095,0.17064789,0.000112823625,0.000054085536,0.00012240012,0.00021431573,0.00023457082,0.004365866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959165,0.00016520539,0.000030064226,0.0000671979,0.0000981425,0.000047726942],"domain_scores_gemma":[0.99800676,0.0012593404,0.00021684552,0.0002107433,0.00024738972,0.000058970676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015159805,0.0006264885,0.00047540973,0.0004495378,0.00044119047,0.001002713,0.0005523157,0.0009902932,0.0018982631],"category_scores_gemma":[0.004837975,0.0002204474,0.00060437777,0.00026463394,0.0014239365,0.0011220985,0.0013961404,0.00095045875,0.00028287398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004244588,0.000088833716,0.0014802238,0.00020831903,0.000049076323,0.00018726582,0.00027780863,0.8644732,0.041277483,0.051895365,0.0006422472,0.038995728],"study_design_scores_gemma":[0.000007411333,0.000037571615,0.00011562117,0.000007647192,0.0000030045212,0.000014588626,0.000014098443,0.9876994,0.007967847,0.003746446,0.00038067176,0.000005623617],"about_ca_topic_score_codex":0.0019633193,"about_ca_topic_score_gemma":0.0011542762,"teacher_disagreement_score":0.0019633193,"about_ca_system_score_codex":0.0005017208,"about_ca_system_score_gemma":0.00058132794,"threshold_uncertainty_score":0.008017361},"labels":[],"label_agreement":null},{"id":"W2810604226","doi":"10.2514/6.2018-4165","title":"High-Order Artificial Dissipation Operators Possessing the Summation-By-Parts Property","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissipation; Property (philosophy); Order (exchange); Computer science; Mathematics; Physics","score_opus":0.026294299944890655,"score_gpt":0.283612917788369,"score_spread":0.25731861784347837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810604226","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05487814,0.00069326494,0.89862067,0.0007349566,0.0008781803,0.00007409085,0.000113489295,0.00061179104,0.0433955],"genre_scores_gemma":[0.74286157,0.0010881906,0.18860584,0.00092570763,0.0009335025,0.0002278758,0.0003308471,0.0011860837,0.06384043],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919707,0.00023286723,0.000049682913,0.000074650336,0.00034683885,0.00009885735],"domain_scores_gemma":[0.99723995,0.00092762883,0.0003806941,0.00044530767,0.00065447035,0.0003519933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016829666,0.0013346131,0.00080881425,0.001290965,0.0007446028,0.002126893,0.0012343222,0.0014930478,0.006013295],"category_scores_gemma":[0.007830431,0.00031507536,0.0008141936,0.00083631783,0.0022093903,0.003579486,0.0019152464,0.0025450168,0.0015088258],"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":[0.00007607746,0.000062162755,0.00024015698,0.00013125212,0.000020685822,0.0003233586,0.00020541578,0.007857053,0.016066473,0.96093553,0.0025117116,0.0115700755],"study_design_scores_gemma":[0.000026542706,0.000059358485,0.0005083225,0.000031497708,0.000017356291,0.00073748693,0.000058200727,0.4156162,0.008168065,0.5686554,0.006071371,0.00005020447],"about_ca_topic_score_codex":0.0002538382,"about_ca_topic_score_gemma":0.00031738653,"teacher_disagreement_score":0.006013295,"about_ca_system_score_codex":0.00044680535,"about_ca_system_score_gemma":0.0008381998,"threshold_uncertainty_score":0.020116508},"labels":[],"label_agreement":null},{"id":"W2810786423","doi":"10.2514/6.2018-3538","title":"Spanwise Aspects of Unsteadiness in a Pressure-Induced Turbulent Separation Bubble","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Separation (statistics); Bubble; Turbulence; Mechanics; Flow separation; Computer science; Physics","score_opus":0.013900041119434473,"score_gpt":0.23788630485369053,"score_spread":0.22398626373425606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810786423","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98432976,0.00016585701,0.0098703075,0.00029370177,0.000044458782,0.000022443759,0.000044540855,0.00014660133,0.0050823158],"genre_scores_gemma":[0.9979838,0.000039958326,0.00060867873,0.000026090353,0.000019608928,0.0000074775853,0.0000372632,0.000030607822,0.001246442],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999198,0.000010734688,0.000003207833,0.000015673671,0.000023215382,0.00002730655],"domain_scores_gemma":[0.9995672,0.00010086103,0.000066324596,0.000027537682,0.00007412186,0.00016395375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000186418,0.00032782363,0.00040047648,0.0007977901,0.0007574445,0.0011613884,0.00056894537,0.00079858955,0.0024688211],"category_scores_gemma":[0.000882849,0.00031489154,0.00020894346,0.0002544699,0.001334561,0.0009809238,0.0013070593,0.0010251763,0.00018605591],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00258914,0.00091475627,0.009925066,0.00017335522,0.00010306211,0.0059911623,0.0012252681,0.17804062,0.6309743,0.15221366,0.0022180455,0.015631609],"study_design_scores_gemma":[0.0001248869,0.00037553228,0.010601638,0.000014916794,0.00002945444,0.00041503028,0.00040616494,0.93861514,0.02827482,0.020222884,0.0008297547,0.00008978005],"about_ca_topic_score_codex":0.0015455679,"about_ca_topic_score_gemma":0.00066474534,"teacher_disagreement_score":0.0024688211,"about_ca_system_score_codex":0.00057041843,"about_ca_system_score_gemma":0.00038662288,"threshold_uncertainty_score":0.008259058},"labels":[],"label_agreement":null},{"id":"W2811361300","doi":"10.2514/6.2018-3558","title":"Asynchronous fine-grain parallel smoothers for computational fluid dynamics","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Asynchronous communication; Computer science; Computational science; Computational fluid dynamics; Dynamics (music); Parallel computing; Mechanics; Physics; Acoustics; Telecommunications","score_opus":0.011706249485653006,"score_gpt":0.2298607856895288,"score_spread":0.21815453620387582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811361300","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01963098,0.00033651394,0.97388184,0.00022945456,0.00037883842,0.00004416839,0.00014859159,0.0029226693,0.0024270113],"genre_scores_gemma":[0.44783035,0.00034811112,0.53930914,0.00022836053,0.0002824942,0.00022049485,0.0005721973,0.0011923978,0.010016462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994093,0.00015821887,0.00004275755,0.00008837074,0.00022298546,0.00007824966],"domain_scores_gemma":[0.9974485,0.0008245194,0.00013108223,0.0008817216,0.0005159135,0.00019823389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012062083,0.00066251145,0.0010296534,0.00057922653,0.0010606848,0.001381583,0.001832082,0.0008692693,0.006597593],"category_scores_gemma":[0.005673886,0.0005183373,0.0006198939,0.0009266956,0.0009267994,0.0017872986,0.0021052815,0.0022578258,0.0014641498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0023415876,0.00048709183,0.0028571177,0.00030467217,0.00019032543,0.00016796064,0.00040728698,0.45579788,0.024480766,0.16573085,0.026339032,0.32089543],"study_design_scores_gemma":[0.000098759214,0.000038207472,0.00014657418,0.0000061961896,0.00000988041,0.000015080948,0.000013339438,0.9667917,0.0026568188,0.026831942,0.0033799561,0.000011609306],"about_ca_topic_score_codex":0.004663425,"about_ca_topic_score_gemma":0.008820138,"teacher_disagreement_score":0.006597593,"about_ca_system_score_codex":0.00066710915,"about_ca_system_score_gemma":0.0012939963,"threshold_uncertainty_score":0.022071123},"labels":[],"label_agreement":null},{"id":"W2811444172","doi":"10.2514/6.2018-3551","title":"Large Eddy Simulation of Three Dimensional Wall Effects in a Scramjet Cavity Flameholder","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Ryerson University; University of Minnesota","keywords":"Scramjet; Large eddy simulation; Aero engine; Aerospace engineering; Computer science; Materials science; Mechanics; Physics; Engineering; Mechanical engineering; Chemistry; Combustion; Turbulence; Combustor","score_opus":0.013076817493236184,"score_gpt":0.23173579347317752,"score_spread":0.21865897597994133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811444172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98116505,0.00010618841,0.009786762,0.00024265959,0.000090034344,0.000040855113,0.00013410332,0.0003428677,0.008091466],"genre_scores_gemma":[0.9958949,0.000024130113,0.0023537613,0.000027174858,0.000009548037,0.00001534074,0.000058667698,0.000057755715,0.0015587783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998858,0.000020930856,0.0000058626033,0.00001475425,0.00003629111,0.00003646867],"domain_scores_gemma":[0.99936587,0.00030103407,0.000062617,0.00004573178,0.000099129255,0.00012562331],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035622308,0.0005271776,0.00074126216,0.00031854725,0.0010551095,0.0009882546,0.00084223814,0.0013420378,0.0022191533],"category_scores_gemma":[0.0012325129,0.00043152968,0.00065468944,0.00025007632,0.00081498263,0.0007465474,0.00069997495,0.0009107708,0.00018161263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00060394965,0.0003338148,0.003571269,0.00007136556,0.000053513428,0.0006233987,0.00015553206,0.9633044,0.024645451,0.0026021942,0.0006821765,0.0033529026],"study_design_scores_gemma":[0.000049371294,0.000057104764,0.0008268164,0.0000029679359,0.0000047667854,0.000016430964,0.000022355274,0.99691606,0.0018547754,0.00012991548,0.00010806867,0.000011380636],"about_ca_topic_score_codex":0.014730718,"about_ca_topic_score_gemma":0.007976131,"teacher_disagreement_score":0.014730718,"about_ca_system_score_codex":0.00083448575,"about_ca_system_score_gemma":0.0012392139,"threshold_uncertainty_score":0.02928996},"labels":[],"label_agreement":null},{"id":"W2883557707","doi":"10.2514/6.2018-4165.c1","title":"Correction: High-Order Artificial Dissipation Operators Possessing the Summation-By-Parts Property","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Dissipation; Property (philosophy); Computer science; Order (exchange); Physics; Epistemology","score_opus":0.011399873606658692,"score_gpt":0.21524242776380742,"score_spread":0.20384255415714872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2883557707","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021035362,0.002521864,0.06463487,0.021903677,0.8885262,0.00009392692,0.003181356,0.005721577,0.011313009],"genre_scores_gemma":[0.17405367,0.00757937,0.16696954,0.025053835,0.16246948,0.00052434264,0.008079441,0.022114512,0.43315578],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9948895,0.00068110967,0.00076205155,0.000844596,0.002242102,0.00058063545],"domain_scores_gemma":[0.9803287,0.0042180875,0.0010340759,0.0034266803,0.009929974,0.0010624963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027994264,0.004213465,0.0031558957,0.004743511,0.003001973,0.0038123582,0.0051118713,0.006360297,0.18676545],"category_scores_gemma":[0.05200789,0.0014962665,0.002912954,0.0046173437,0.002789551,0.0071284114,0.0034762546,0.009476264,0.050049607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034460236,0.00005033194,0.00032651087,0.0008882751,0.000116801944,0.0009054511,0.00017620696,0.001590564,0.0020045154,0.045194414,0.91236436,0.036037933],"study_design_scores_gemma":[0.000239904,0.00013526929,0.002364093,0.00040965073,0.00012777199,0.003394738,0.00024020894,0.037907477,0.011027593,0.06546512,0.87833583,0.00035238522],"about_ca_topic_score_codex":0.0044776355,"about_ca_topic_score_gemma":0.0070353174,"teacher_disagreement_score":0.18676545,"about_ca_system_score_codex":0.0027899381,"about_ca_system_score_gemma":0.0033361414,"threshold_uncertainty_score":0.6247927},"labels":[],"label_agreement":null},{"id":"W2884753402","doi":"10.2514/6.2018-3558.c1","title":"Correction: Asynchronous fine-grain parallel smoothers for computational fluid dynamics","year":2018,"lang":"en","type":"article","venue":"2018 Fluid Dynamics Conference","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Asynchronous communication; Computational science; Parallel computing; Dynamics (music); Distributed computing; Computer graphics (images); Telecommunications; Physics","score_opus":0.01924173875022746,"score_gpt":0.27987747119916967,"score_spread":0.2606357324489422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884753402","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008157574,0.0014204379,0.8486323,0.006935961,0.073274165,0.00022424314,0.0028647361,0.04775606,0.0107344845],"genre_scores_gemma":[0.20551904,0.0016005846,0.6111043,0.003350603,0.0075387065,0.0005757175,0.005498606,0.02691059,0.13790198],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99707484,0.00046172817,0.00024774374,0.00047412605,0.0014621657,0.00027942483],"domain_scores_gemma":[0.98843414,0.0026072792,0.00066893833,0.0031391133,0.0045576473,0.0005929393],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027869388,0.0023804812,0.001566313,0.0024096349,0.0023234235,0.0040062536,0.0039706985,0.0040426254,0.1406029],"category_scores_gemma":[0.04115508,0.0013284365,0.0012947201,0.0029107525,0.0014625967,0.0034797778,0.0047499156,0.005750121,0.02583107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015893698,0.0001136991,0.0018330059,0.0010700368,0.00025855604,0.0005641645,0.00028695905,0.03021365,0.010437199,0.050658196,0.63180333,0.27117184],"study_design_scores_gemma":[0.0007107502,0.00017926947,0.001806756,0.00027221153,0.00013151632,0.0008143493,0.0001860747,0.5860694,0.032640155,0.06711329,0.30984977,0.00022638154],"about_ca_topic_score_codex":0.0065245666,"about_ca_topic_score_gemma":0.010029825,"teacher_disagreement_score":0.1406029,"about_ca_system_score_codex":0.0012565288,"about_ca_system_score_gemma":0.0046510375,"threshold_uncertainty_score":0.47036356},"labels":[],"label_agreement":null}]}