{"meta":{"query_hash":"f434250e5897","filters":{"venue":"New Trends in Fluid Mechanics Research"},"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/f434250e5897","api":"https://metacan.xera.ac/api/v1/cohort?venue=New+Trends+in+Fluid+Mechanics+Research"},"results":[{"id":"W1521574786","doi":"10.1007/978-3-540-75995-9_241","title":"Stability Analysis for the Immersed Boundary Method","year":2007,"lang":"en","type":"book-chapter","venue":"New Trends in Fluid Mechanics Research","topic":"Lattice Boltzmann Simulation Studies","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":"York University","funders":"","keywords":"Immersed boundary method; Boundary (topology); Compressibility; Regularization (linguistics); Mechanics; Physics; Membrane; Boundary value problem; Classical mechanics; Mathematical analysis; Materials science; Mathematics; Computer science; Chemistry","score_opus":0.2807786761343981,"score_gpt":0.44647293478388844,"score_spread":0.16569425864949033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1521574786","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":[0.008603388,0.0020514305,0.9541528,0.00094715995,0.0004930385,0.000050823972,0.00008950801,0.00020501681,0.03340677],"genre_scores_gemma":[0.52053833,0.004537395,0.35695618,0.0008555845,0.0015897139,0.00081223686,0.00071387395,0.0017346651,0.112262055],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936944,0.0001948523,0.00002272416,0.00007342644,0.00029769883,0.00004185528],"domain_scores_gemma":[0.99873716,0.00060383906,0.00007705661,0.00009272481,0.00041005423,0.00007917691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012017362,0.0010949575,0.00097514834,0.001609591,0.00084236177,0.0013201307,0.0019210358,0.0012416986,0.005693766],"category_scores_gemma":[0.0041165375,0.00041750874,0.0011575067,0.00056814094,0.002233458,0.002349308,0.0021040416,0.00282747,0.001484333],"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":[0.00006315455,0.00003317503,0.00018814104,0.00015610372,0.000039755854,0.00007266881,0.00015741,0.06534489,0.0075035016,0.8959481,0.005168597,0.025324456],"study_design_scores_gemma":[0.000008120082,0.000012286452,0.00008726449,0.000022682061,0.000008480972,0.000024250436,0.000017944989,0.71388257,0.0012062861,0.2796064,0.005108889,0.000014779359],"about_ca_topic_score_codex":0.0030054657,"about_ca_topic_score_gemma":0.0011699169,"teacher_disagreement_score":0.005693766,"about_ca_system_score_codex":0.0012100898,"about_ca_system_score_gemma":0.0010469187,"threshold_uncertainty_score":0.019047558},"labels":[],"label_agreement":null},{"id":"W1533415668","doi":"10.1007/978-3-540-75995-9_105","title":"Simulation of Surface Pressure Induced by Vortex/Body Interaction","year":2007,"lang":"en","type":"book-chapter","venue":"New Trends in Fluid Mechanics Research","topic":"Fluid dynamics and aerodynamics studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; Community Sector Council Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Wake; Propeller; Vortex; Mechanics; Surface pressure; Amplitude; Wake turbulence; Noise (video); Physics; Acoustics; Structural engineering; Geology; Marine engineering; Engineering; Computer science; Optics","score_opus":0.08460442902756468,"score_gpt":0.36273616789697066,"score_spread":0.278131738869406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1533415668","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":[0.889048,0.00018176087,0.07294131,0.000475562,0.0002300523,0.00009814928,0.000699902,0.001776638,0.034548625],"genre_scores_gemma":[0.98586965,0.00004579187,0.010563519,0.000048873753,0.00001935626,0.00004393927,0.00023149261,0.00012553058,0.0030519164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998925,0.000020727586,0.0000036321178,0.000015405432,0.00003994627,0.00002789143],"domain_scores_gemma":[0.9995827,0.00026217062,0.000027766035,0.000030492987,0.000053167783,0.00004377418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015070588,0.00041571364,0.00058495783,0.00034126965,0.0004984506,0.0006308985,0.001016722,0.0012876563,0.0053779655],"category_scores_gemma":[0.0008094813,0.00032207058,0.00041150805,0.00033326703,0.0005675691,0.00051253435,0.00045207422,0.0007060916,0.00034874817],"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":[0.000119183955,0.00013510375,0.0014264275,0.00005134737,0.00002519115,0.00022402771,0.00007239607,0.9806238,0.008140524,0.0027862345,0.0010503979,0.0053453427],"study_design_scores_gemma":[0.0000100481975,0.000012445613,0.00014521915,0.0000010438727,0.0000014824541,0.000008559555,0.0000063411335,0.9985576,0.000918304,0.00021872237,0.00011815763,0.0000020772343],"about_ca_topic_score_codex":0.0060089757,"about_ca_topic_score_gemma":0.003170477,"teacher_disagreement_score":0.0060089757,"about_ca_system_score_codex":0.00047463865,"about_ca_system_score_gemma":0.00059658464,"threshold_uncertainty_score":0.017991126},"labels":[],"label_agreement":null},{"id":"W1574625762","doi":"10.1007/978-3-540-75995-9_172","title":"Fluid Flow Simulation in Random Porous Media at Pore Level Using Lattice Boltzmann Method","year":2007,"lang":"en","type":"book-chapter","venue":"New Trends in Fluid Mechanics Research","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":97,"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 New Brunswick","funders":"","keywords":"Tortuosity; Porous medium; Lattice Boltzmann methods; Permeability (electromagnetism); Porosity; Materials science; Lattice (music); Mechanics; Composite material; Chemistry; Physics","score_opus":0.26954210535247963,"score_gpt":0.42446809348440395,"score_spread":0.15492598813192432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1574625762","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":[0.06645093,0.0008045429,0.90913284,0.00050586887,0.00023024618,0.00009649815,0.0002460365,0.0008436323,0.02168935],"genre_scores_gemma":[0.59411925,0.0011033913,0.38693538,0.00025630248,0.00015683332,0.0004827626,0.0005374454,0.00050969695,0.01589887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999729,0.00007643601,0.000012582238,0.000028129778,0.00012388793,0.000029830324],"domain_scores_gemma":[0.9997031,0.00015820652,0.000018116778,0.000029095954,0.00006526374,0.000026078758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031042844,0.00035990507,0.0013345878,0.0003694181,0.0006467853,0.0009282712,0.0016634815,0.0012964179,0.0024960747],"category_scores_gemma":[0.0009214415,0.00046652506,0.00073644257,0.00065548235,0.0008977477,0.0012257519,0.0008835791,0.0011861427,0.0005184673],"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":[0.000036711728,0.000052416486,0.00021490082,0.00007797144,0.000022244993,0.00005662808,0.00004059543,0.9439245,0.005754858,0.042201947,0.0005831602,0.007034064],"study_design_scores_gemma":[0.000007875413,0.0000036713036,0.00002345574,0.000002399306,0.0000017896275,0.0000060698358,0.000002534452,0.9965037,0.00047475417,0.00263632,0.00033326252,0.0000041309904],"about_ca_topic_score_codex":0.0051715225,"about_ca_topic_score_gemma":0.0022097477,"teacher_disagreement_score":0.0051715225,"about_ca_system_score_codex":0.00061187777,"about_ca_system_score_gemma":0.00091697,"threshold_uncertainty_score":0.010282874},"labels":[],"label_agreement":null},{"id":"W225176058","doi":"10.1007/978-3-540-75995-9_131","title":"Computational Modeling of Aerosol Hazard Arising from the Opening of an Anthrax Letter in an Open-Office Complex","year":2007,"lang":"en","type":"book-chapter","venue":"New Trends in Fluid Mechanics Research","topic":"Bacillus and Francisella bacterial research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Defence Research and Development Canada; Waterloo CFD Engineering Consulting; University of Waterloo","funders":"","keywords":"Aerosol; Contamination; Bacillus anthracis; Computational fluid dynamics; Environmental science; Hazard; Baseline (sea); Computer science; Operations research; Engineering; Meteorology; Aerospace engineering; Geography; Geology; Biology; Bacteria; Ecology","score_opus":0.22247863840670787,"score_gpt":0.4191140815747801,"score_spread":0.19663544316807222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W225176058","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":[0.9090344,0.0005629643,0.05080297,0.003065205,0.00030553213,0.00009544948,0.0014373095,0.0004539704,0.034242306],"genre_scores_gemma":[0.9854336,0.00013869406,0.0071492447,0.00016339737,0.0000764761,0.00007946571,0.00046245946,0.000118249525,0.006378393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99980885,0.000048234935,0.000008371494,0.000033215532,0.000041341576,0.000060036793],"domain_scores_gemma":[0.9977858,0.0016840316,0.00010769525,0.0000568469,0.0001788154,0.00018688828],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005151213,0.0006505818,0.00109308,0.00052362116,0.001320186,0.0016900708,0.0017901617,0.0031338346,0.0045341253],"category_scores_gemma":[0.0029858453,0.0007694627,0.0010688916,0.00047904532,0.0011217677,0.0010230741,0.0011503377,0.0017703385,0.00033097272],"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":[0.00003642729,0.000034086177,0.0005852665,0.000008451721,0.000008989864,0.000056290646,0.000014170624,0.9971437,0.0001363343,0.00110263,0.00035119438,0.00052248227],"study_design_scores_gemma":[0.0000061839005,0.0000046080536,0.00010239558,8.629687e-7,0.0000018876169,0.0000035680207,0.000009229199,0.99944085,0.00004560077,0.0003360577,0.000046526115,0.0000022936952],"about_ca_topic_score_codex":0.058364194,"about_ca_topic_score_gemma":0.026906041,"teacher_disagreement_score":0.058364194,"about_ca_system_score_codex":0.0015468842,"about_ca_system_score_gemma":0.00204973,"threshold_uncertainty_score":0.11604893},"labels":[],"label_agreement":null},{"id":"W3212198498","doi":"10.1007/978-3-540-75995-9_14","title":"Numerical Studies of Flow Past Two Side-by-Side Circular Cylinders","year":2007,"lang":"en","type":"book-chapter","venue":"New Trends in Fluid Mechanics Research","topic":"Fluid Dynamics and Vibration Analysis","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":"Western University","funders":"","keywords":"Laminar flow; Mechanics; Vortex; Large eddy simulation; Reynolds number; Turbulence; Boundary layer; Flow (mathematics); Physics; Wake; Cylinder; Transverse plane; Potential flow around a circular cylinder; Geometry; Engineering; Structural engineering; Mathematics","score_opus":0.11898629211025859,"score_gpt":0.3793333317463446,"score_spread":0.260347039636086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3212198498","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":[0.93699366,0.0010585997,0.03762679,0.0004277358,0.00015790902,0.00006116281,0.0001932175,0.0001861459,0.023294693],"genre_scores_gemma":[0.9806815,0.0003747153,0.012843281,0.000036494333,0.000044638382,0.0000364865,0.00012209572,0.000045871864,0.005814934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99979776,0.000039786915,0.00001514329,0.000028947556,0.00007512944,0.000043265994],"domain_scores_gemma":[0.9982938,0.0011548509,0.00014771703,0.00009934045,0.0002089802,0.00009529855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054913573,0.00037865233,0.0009387894,0.00096704764,0.001005915,0.0008655879,0.000995891,0.0012159327,0.0026486912],"category_scores_gemma":[0.0032184247,0.0003768243,0.00046229942,0.0010838794,0.0017093492,0.00084256683,0.00050601334,0.00068392395,0.00021228616],"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":[0.00024423376,0.00023596504,0.001854551,0.00014596901,0.000023439763,0.00022575718,0.00028153873,0.9603552,0.012195429,0.013711199,0.00077411963,0.009952584],"study_design_scores_gemma":[0.000016214257,0.000052465904,0.0006340902,0.0000071447625,0.0000049221603,0.000037036418,0.00005563007,0.9966275,0.0012833056,0.0009854786,0.00028740457,0.000008731209],"about_ca_topic_score_codex":0.0066466355,"about_ca_topic_score_gemma":0.0050352938,"teacher_disagreement_score":0.0066466355,"about_ca_system_score_codex":0.000701296,"about_ca_system_score_gemma":0.00075767224,"threshold_uncertainty_score":0.0132158995},"labels":[],"label_agreement":null}]}