{"meta":{"query_hash":"95a920db508b","filters":{"venue":"14th International Symposium on Particle Image Velocimetry"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"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/95a920db508b","api":"https://metacan.xera.ac/api/v1/cohort?venue=14th+International+Symposium+on+Particle+Image+Velocimetry"},"results":[{"id":"W3148248474","doi":"10.18409/ispiv.v1i1.189","title":"Error propagation dynamics of velocimetry-based pressure field calculations (2): on the error profile","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":1,"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":"Propagation of uncertainty; Bernoulli's principle; Field (mathematics); Computer science; Round-off error; Error function; Approximation error; Applied mathematics; Algorithm; Mathematics; Physics","score_opus":0.016632650457600415,"score_gpt":0.2838480619426188,"score_spread":0.2672154114850184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3148248474","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":[0.24518383,0.00053479255,0.74574083,0.0016142577,0.00014602536,0.000104487495,0.00022805718,0.0012042362,0.0052436297],"genre_scores_gemma":[0.7895021,0.00026251283,0.20531733,0.00030022606,0.000037807957,0.00011159443,0.00040100105,0.0006749913,0.0033923835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985429,0.0004001182,0.000089710724,0.00028182508,0.0005441991,0.00014124722],"domain_scores_gemma":[0.982186,0.012543105,0.0013932963,0.0012212425,0.002348784,0.00030761308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0047233407,0.0011377106,0.00081170467,0.0008812908,0.00075546827,0.002009577,0.0013043502,0.0020739203,0.0021178084],"category_scores_gemma":[0.028615478,0.0006497647,0.0005823988,0.00057604077,0.0020183963,0.0030220512,0.002130052,0.0024819863,0.00045423387],"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":[0.00035355645,0.00013509103,0.0070229596,0.00016453494,0.000050759634,0.00020247274,0.0004292951,0.9047763,0.01433886,0.023667773,0.0013766084,0.04748181],"study_design_scores_gemma":[0.000007784934,0.000037529247,0.0004529452,0.000016303118,0.000003151742,0.000030454052,0.000026683098,0.9921618,0.003957731,0.0029889282,0.0003036217,0.000013007603],"about_ca_topic_score_codex":0.0073967064,"about_ca_topic_score_gemma":0.0031534382,"teacher_disagreement_score":0.0073967064,"about_ca_system_score_codex":0.0011067041,"about_ca_system_score_gemma":0.0015351826,"threshold_uncertainty_score":0.02497971},"labels":[],"label_agreement":null},{"id":"W3201782213","doi":"10.18409/ispiv.v1i1.167","title":"representative driven system to interrogate passive dynamics of an airfoil in the wake of a cylinder","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"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":"Army Research Office; Natural Sciences and Engineering Research Council of Canada","keywords":"Airfoil; Wake; Physics; Particle image velocimetry; Context (archaeology); Mechanics; Thrust; Cylinder; Acoustics; Aerospace engineering; Engineering; Geology; Mechanical engineering; Turbulence","score_opus":0.0075256131166127095,"score_gpt":0.26367588733487807,"score_spread":0.25615027421826536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201782213","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":[0.97369665,0.00009843664,0.021035556,0.00016919184,0.00011577585,0.00010273521,0.00039513933,0.00039991512,0.003986705],"genre_scores_gemma":[0.99409384,0.00002854478,0.0046473946,0.00003472583,0.0000057373973,0.000045468107,0.000108324195,0.000007390827,0.0010285691],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999205,0.000009603688,0.0000038178,0.000019903044,0.000030272497,0.000015858803],"domain_scores_gemma":[0.9999244,0.00001436505,0.000008419655,0.000014484511,0.00002276555,0.000015480507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009564812,0.00020853642,0.0002565518,0.0001334685,0.0003172755,0.0002381145,0.00036703332,0.00047531506,0.0018227492],"category_scores_gemma":[0.00018412434,0.00011140816,0.00011210992,0.000088852634,0.00025773153,0.000134606,0.00027363218,0.00025848308,0.00013469576],"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":[0.00042028286,0.00023541087,0.003816143,0.00020453962,0.00003316729,0.00085247733,0.00028857533,0.018911509,0.95265126,0.0017800683,0.0014043666,0.01940222],"study_design_scores_gemma":[0.00016020947,0.0027075678,0.04969556,0.00004735832,0.000039457704,0.00079395977,0.00049869204,0.5059542,0.42840123,0.001551802,0.010017578,0.00013239175],"about_ca_topic_score_codex":0.0011872234,"about_ca_topic_score_gemma":0.0018772789,"teacher_disagreement_score":0.0018227492,"about_ca_system_score_codex":0.00017569549,"about_ca_system_score_gemma":0.0003360531,"threshold_uncertainty_score":0.0060976744},"labels":[],"label_agreement":null},{"id":"W3201843980","doi":"10.18409/ispiv.v1i1.88","title":"Moving Surface Actuation, Effects of Frequency-based Shear Layer Excitation on the Response of a Bluff Body Wake","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"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 Calgary","funders":"","keywords":"Wake; Drag; Vortex shedding; Mechanics; Particle image velocimetry; Cylinder; Reynolds number; Physics; Drag coefficient; Acoustics; Turbulence; Geometry; Mathematics","score_opus":0.007064268982861312,"score_gpt":0.2389385019465197,"score_spread":0.2318742329636584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201843980","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":[0.99261284,0.00013848081,0.005502204,0.000064574466,0.000022565035,0.0000091695565,0.000031931853,0.00006522626,0.0015529568],"genre_scores_gemma":[0.99882156,0.000044339256,0.000916803,0.000011854121,0.0000020957875,0.0000031323425,0.000014709927,0.000006118026,0.0001793763],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999249,0.000007982529,0.000004021128,0.000009275415,0.000022267122,0.00003152566],"domain_scores_gemma":[0.99983096,0.00007633482,0.000033217028,0.0000168097,0.000023313976,0.00001927297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118651675,0.00024455437,0.00017361647,0.00016212092,0.00016464479,0.00023733707,0.00017307236,0.00027196578,0.0011627985],"category_scores_gemma":[0.0005371008,0.0000899095,0.00014777672,0.00009190279,0.0002551239,0.00017048203,0.00020582697,0.00017881148,0.00014120815],"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":[0.0006999316,0.0000996434,0.0024120503,0.00014293392,0.000018477072,0.0005318193,0.000117677206,0.05307952,0.9218921,0.0004028179,0.0002417568,0.020361198],"study_design_scores_gemma":[0.000062918174,0.0032799246,0.039216377,0.00005297812,0.00004370714,0.00038925814,0.0003586271,0.36392233,0.5899821,0.00045894439,0.0021766596,0.00005619477],"about_ca_topic_score_codex":0.0003239429,"about_ca_topic_score_gemma":0.0004258004,"teacher_disagreement_score":0.0011627985,"about_ca_system_score_codex":0.00011872183,"about_ca_system_score_gemma":0.00011384316,"threshold_uncertainty_score":0.0038899183},"labels":[],"label_agreement":null},{"id":"W3202013009","doi":"10.18409/ispiv.v1i1.175","title":"A novel streak velocimetry technique based on 2D fits of decaying phosphor particle images","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Random lasers and scattering media","field":"Physics and Astronomy","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":"Polytechnique Montréal; National Research Council Canada; University of Ottawa","funders":"","keywords":"Particle tracking velocimetry; Streak; Phosphor; Streak camera; Velocimetry; Particle (ecology); Optics; Particle image velocimetry; Luminescence; Excitation; Excited state; Physics; Materials science; Atomic physics; Optoelectronics; Mechanics; Laser; Geology; Turbulence","score_opus":0.009485934583689444,"score_gpt":0.25977818908532874,"score_spread":0.2502922545016393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202013009","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":[0.03270646,0.00038885858,0.96287924,0.00008810329,0.0001543048,0.00007919014,0.0002016212,0.0019916813,0.0015104829],"genre_scores_gemma":[0.10545133,0.00041096957,0.89078814,0.000044861743,0.00004763163,0.000119315475,0.00029856857,0.00021938737,0.0026197585],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99954516,0.00006046518,0.000024681158,0.00010384676,0.00022316957,0.000042708663],"domain_scores_gemma":[0.99947745,0.00014734763,0.00009316428,0.000099812656,0.00014204448,0.0000401779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006898594,0.0006643723,0.0007323456,0.0018410488,0.0003566439,0.0009997721,0.0010402323,0.0009349234,0.0013647869],"category_scores_gemma":[0.0009043808,0.00068901206,0.00048395334,0.0013310404,0.00034487539,0.0009573887,0.00068444136,0.0011314846,0.00072462996],"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":[0.00020523692,0.00010375351,0.0017104618,0.00021273739,0.000048235877,0.00014066674,0.00018605147,0.008444261,0.75278354,0.0077665825,0.0019926678,0.22640574],"study_design_scores_gemma":[0.00004731291,0.00022829478,0.003547983,0.00002969555,0.00003941731,0.00072656764,0.00005809545,0.55017424,0.42777732,0.001274806,0.015943864,0.00015235989],"about_ca_topic_score_codex":0.0012510355,"about_ca_topic_score_gemma":0.0018723159,"teacher_disagreement_score":0.0018410488,"about_ca_system_score_codex":0.0005415422,"about_ca_system_score_gemma":0.000776239,"threshold_uncertainty_score":0.004565716},"labels":[],"label_agreement":null},{"id":"W3202111158","doi":"10.18409/ispiv.v1i1.154","title":"Validation of model-based correction for non-Stokesian tracers","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","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":"Queen's University","funders":"","keywords":"Tracking (education); Visibility; Snow; Lag; Residual; Inertial measurement unit; Transient (computer programming); Image resolution; Optics; Remote sensing; Physics; Computer science; Geology; Meteorology; Artificial intelligence; Algorithm","score_opus":0.012925844362345501,"score_gpt":0.28845982639850987,"score_spread":0.27553398203616436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202111158","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":[0.52294135,0.00179274,0.4479967,0.0007738442,0.0010358208,0.00031926617,0.0039538196,0.015439558,0.005746852],"genre_scores_gemma":[0.92005116,0.00024475073,0.07449985,0.00012951804,0.00003833617,0.00013665918,0.002692555,0.00092286523,0.0012841744],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99866045,0.0002551521,0.00013234314,0.00046356526,0.00034253486,0.00014593748],"domain_scores_gemma":[0.995223,0.0020825611,0.00035910818,0.0009918568,0.0012104783,0.00013301648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0034438025,0.0014458906,0.0009489562,0.0012305246,0.0010862217,0.0019725808,0.0018498676,0.0020062306,0.0015738598],"category_scores_gemma":[0.012701834,0.0003924441,0.001219479,0.0009215149,0.0008660871,0.0014363957,0.0012213889,0.0018353637,0.0008819456],"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":[0.0004606401,0.00036556026,0.02785155,0.00047630558,0.00022875456,0.00024141166,0.00019548621,0.8752914,0.029589282,0.0041582244,0.0032144892,0.057926856],"study_design_scores_gemma":[0.00004680785,0.000054949738,0.0027297104,0.000027673712,0.000018212964,0.000038324313,0.000023317718,0.9847819,0.009938012,0.00062434847,0.0016774395,0.000039231578],"about_ca_topic_score_codex":0.044074766,"about_ca_topic_score_gemma":0.018833155,"teacher_disagreement_score":0.044074766,"about_ca_system_score_codex":0.0011547947,"about_ca_system_score_gemma":0.002827345,"threshold_uncertainty_score":0.08763647},"labels":[],"label_agreement":null},{"id":"W3202882576","doi":"10.18409/ispiv.v1i1.33","title":"Error propagation dynamics of PIV-based pressure field calculation (3): What is the minimum resolvable pressure in a reconstructed field?","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":1,"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":"Truncation error; Truncation (statistics); Resolution (logic); Field (mathematics); Sensitivity (control systems); Propagation of uncertainty; Mathematics; Boundary (topology); Solver; Image resolution; Flow (mathematics); Mathematical analysis; Geometry; Algorithm; Physics; Mathematical optimization; Computer science; Optics; Statistics","score_opus":0.005949690708830113,"score_gpt":0.2376053227835635,"score_spread":0.2316556320747334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202882576","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":[0.09247833,0.0003088722,0.90306777,0.0004860046,0.000062294755,0.00006516522,0.00013639595,0.0006345993,0.0027605286],"genre_scores_gemma":[0.8377143,0.0003730647,0.15872197,0.000114922135,0.00003310825,0.000099478355,0.00020947956,0.00031296734,0.0024205735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924076,0.0001288915,0.000040638737,0.00014180566,0.0003578336,0.00009005949],"domain_scores_gemma":[0.9956067,0.002528924,0.00066343613,0.0002927065,0.00080119603,0.00010694366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023924422,0.00063188607,0.0005807143,0.0008047467,0.00054187473,0.001428566,0.0012340959,0.0010610325,0.001683567],"category_scores_gemma":[0.011347755,0.00047604964,0.0003161269,0.00046089775,0.0012990123,0.002332257,0.0012925153,0.001317545,0.00034723437],"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":[0.0005442455,0.00016835846,0.015569007,0.00049632887,0.00007319419,0.00070380804,0.0010593883,0.6735357,0.09756242,0.07779743,0.0026785953,0.12981151],"study_design_scores_gemma":[0.0000049391165,0.00003455929,0.0009224841,0.00001989115,0.0000038066567,0.00006277736,0.000034339602,0.98087686,0.013623372,0.0039476133,0.00044727608,0.00002208064],"about_ca_topic_score_codex":0.0031797604,"about_ca_topic_score_gemma":0.0009525289,"teacher_disagreement_score":0.0031797604,"about_ca_system_score_codex":0.00075425865,"about_ca_system_score_gemma":0.0010989431,"threshold_uncertainty_score":0.012652576},"labels":[],"label_agreement":null},{"id":"W3202919320","doi":"10.18409/ispiv.v1i1.130","title":"A network-based perspective on coherent structure detection from very-sparse Lagrangian data","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Anomaly Detection Techniques and Applications","field":"Computer 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":"Queen's University","funders":"","keywords":"Lagrangian coherent structures; Lagrangian; Eulerian path; Representation (politics); Perspective (graphical); Flow (mathematics); Trajectory; Fluid dynamics; Fluid mechanics; Motion (physics); Computer science; Mathematics; Classical mechanics; Statistical physics; Physics; Applied mathematics; Mechanics; Artificial intelligence; Turbulence","score_opus":0.019277877340559375,"score_gpt":0.28411211553811533,"score_spread":0.26483423819755597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202919320","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":[0.0037694254,0.0009991594,0.99263144,0.0007055056,0.00006781679,0.000016073865,0.00014945051,0.00007496741,0.0015862453],"genre_scores_gemma":[0.4560528,0.008782365,0.5224042,0.00078222604,0.0013263391,0.0002726646,0.0019205001,0.00021740502,0.008241407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989754,0.0002893783,0.000053746033,0.00031989528,0.00029429467,0.00006737298],"domain_scores_gemma":[0.9966403,0.0019805827,0.0004329298,0.00034293355,0.00045951942,0.00014372026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001707778,0.0011451107,0.0011801015,0.002632614,0.00065290707,0.002595823,0.0023693622,0.0019862396,0.0017720921],"category_scores_gemma":[0.007866927,0.0007563503,0.00078993407,0.002768346,0.0020668858,0.003964868,0.0027652096,0.002477886,0.00049393444],"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":[0.00010930021,0.000074544514,0.0028320742,0.00044683585,0.00016211242,0.00036458776,0.00033888957,0.46214914,0.0071509113,0.40458775,0.0046021827,0.11718161],"study_design_scores_gemma":[0.0000070018896,0.000041432453,0.00048723136,0.000054388544,0.000023694634,0.00012615975,0.00004586785,0.84604806,0.0011466941,0.14679986,0.005192435,0.000027137627],"about_ca_topic_score_codex":0.004269534,"about_ca_topic_score_gemma":0.0028533752,"teacher_disagreement_score":0.004269534,"about_ca_system_score_codex":0.0012703205,"about_ca_system_score_gemma":0.00083299016,"threshold_uncertainty_score":0.009216905},"labels":[],"label_agreement":null},{"id":"W3202947808","doi":"10.18409/ispiv.v1i1.83","title":"Pressure calculation for flows with moving surface boundaries from particle tracking velocimetry (PTV)","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Heat Transfer","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":"University of Alberta","funders":"","keywords":"Particle image velocimetry; Velocimetry; Particle tracking velocimetry; Mechanics; Flow (mathematics); Pressure drop; Tracking (education); Current (fluid); Computer science; Physics; Classical mechanics","score_opus":0.009169281163664094,"score_gpt":0.23572976913342927,"score_spread":0.2265604879697652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202947808","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":[0.004402335,0.00058796344,0.9908675,0.000101736056,0.00010706036,0.000053154068,0.00008415728,0.0005138074,0.0032823582],"genre_scores_gemma":[0.18696423,0.0023237215,0.8045712,0.00015919133,0.0002621434,0.00036215092,0.00067439314,0.00053885684,0.004144212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995833,0.00003955764,0.00002409758,0.000045726334,0.0002841495,0.000023201308],"domain_scores_gemma":[0.9995871,0.00020507649,0.0000508234,0.000032040378,0.00010716764,0.000017787872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041858494,0.0006168222,0.00078888284,0.0012363825,0.00069840206,0.0014180142,0.0013103018,0.0012900444,0.0022190623],"category_scores_gemma":[0.0019349018,0.00041712506,0.00074771297,0.0009840718,0.0005529317,0.0017938373,0.0012141764,0.0013607038,0.0007493254],"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":[0.00006848855,0.00009171391,0.0028184254,0.0008852295,0.000059442915,0.00083227764,0.0003810296,0.5481066,0.04518503,0.0987043,0.008858836,0.29400867],"study_design_scores_gemma":[0.00000826227,0.00001360991,0.00035823262,0.000032463588,0.000007293459,0.00013790415,0.00001618989,0.9789003,0.005186366,0.009072275,0.006250781,0.00001619545],"about_ca_topic_score_codex":0.0034594284,"about_ca_topic_score_gemma":0.0016216147,"teacher_disagreement_score":0.0034594284,"about_ca_system_score_codex":0.0005342461,"about_ca_system_score_gemma":0.0011648101,"threshold_uncertainty_score":0.0074234605},"labels":[],"label_agreement":null},{"id":"W3203029122","doi":"10.18409/ispiv.v1i1.169","title":"Determination of the Near Wall Flow of a Multi-Stage Tesla Diode Using PIV and PTV","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":1,"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 Alberta","funders":"","keywords":"Particle image velocimetry; Particle tracking velocimetry; Velocimetry; Optics; Physics; Flow (mathematics); Tracking (education); Range (aeronautics); Acoustics; Materials science; Mechanics","score_opus":0.016549893581001132,"score_gpt":0.2662087040695947,"score_spread":0.24965881048859356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203029122","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":[0.8747166,0.00032632146,0.12210987,0.0000665717,0.00004563853,0.00005412804,0.00016528148,0.0004343008,0.0020813083],"genre_scores_gemma":[0.92862064,0.00013378741,0.06962535,0.000014998197,0.000008124718,0.000036693953,0.000094418276,0.00003574634,0.0014303494],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99974483,0.00003656696,0.000014976781,0.0000683048,0.00009603636,0.000039253446],"domain_scores_gemma":[0.99941134,0.00028127426,0.00007261356,0.000065672626,0.00012550484,0.000043669366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047872966,0.00031711915,0.0004007633,0.0005021158,0.00038767123,0.0007200262,0.0005064095,0.0005206525,0.00094503455],"category_scores_gemma":[0.0009875059,0.00023093788,0.00027222544,0.0003039675,0.0004546606,0.0006999973,0.00029208543,0.00038538297,0.00028546868],"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":[0.00019113798,0.000045819772,0.002870165,0.00006667494,0.0000058081555,0.00008214441,0.00019420464,0.0042291037,0.97648513,0.0009500803,0.00010638694,0.014773246],"study_design_scores_gemma":[0.000011762419,0.0004096467,0.006860494,0.0000104393475,0.000008509872,0.00018674144,0.00013980592,0.056882944,0.93313986,0.00024480376,0.002068763,0.000036131183],"about_ca_topic_score_codex":0.00078213227,"about_ca_topic_score_gemma":0.00070037664,"teacher_disagreement_score":0.00094503455,"about_ca_system_score_codex":0.00036014346,"about_ca_system_score_gemma":0.0005067511,"threshold_uncertainty_score":0.0031614304},"labels":[],"label_agreement":null},{"id":"W3203291497","doi":"10.18409/ispiv.v1i1.164","title":"Application of simultaneous time-resolved 3-D PTV and Two Colour LIF in Studying Rayleigh-Benard Convection","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Planar; Rayleigh scattering; Convection; Plane (geometry); Flow (mathematics); Vector field; Rayleigh–Bénard convection; Domain (mathematical analysis); Mechanics; Flow velocity; Optics; Field (mathematics); Physics; Rayleigh number; Geometry; Mathematics; Mathematical analysis; Natural convection; Computer science","score_opus":0.004955298592963687,"score_gpt":0.22811171576402364,"score_spread":0.22315641717105997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203291497","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":[0.5271348,0.001510318,0.46555805,0.0002569761,0.000059368318,0.000114799754,0.00025647433,0.0009837681,0.0041254414],"genre_scores_gemma":[0.7819826,0.00045341006,0.21621267,0.00005161485,0.000017141414,0.00009374987,0.000102291306,0.000079926336,0.0010065417],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99961483,0.00009014064,0.000013491774,0.00009888133,0.00012254018,0.00006012529],"domain_scores_gemma":[0.9992926,0.0003613588,0.000070511516,0.00009835878,0.00012884964,0.000048234175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011990207,0.00056069554,0.0004516362,0.0012697678,0.00035114188,0.0009531861,0.00074022094,0.0008864006,0.00070127257],"category_scores_gemma":[0.0010476605,0.00032774988,0.0003374609,0.00079193665,0.00072911166,0.001235422,0.0008615584,0.000771834,0.00016556197],"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":[0.00026347247,0.00006584688,0.0030643702,0.00018222879,0.000017831882,0.0001576919,0.00038356404,0.013478094,0.9437945,0.0032773216,0.00022634749,0.035088744],"study_design_scores_gemma":[0.000028567276,0.00021525958,0.0046481863,0.000030189349,0.000022744041,0.0005464284,0.00027947917,0.2701487,0.71976805,0.0016769406,0.0025411742,0.000094316034],"about_ca_topic_score_codex":0.0016945194,"about_ca_topic_score_gemma":0.0012585531,"teacher_disagreement_score":0.0016945194,"about_ca_system_score_codex":0.00069061917,"about_ca_system_score_gemma":0.00050885545,"threshold_uncertainty_score":0.0063410997},"labels":[],"label_agreement":null},{"id":"W3203603976","doi":"10.18409/ispiv.v1i1.207","title":"Robust approach to monitoring Lagrangian transport in very large volume","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Airflow; Context (archaeology); Computer science; Soap bubble; Tracking (education); Boundary layer; Characterization (materials science); Simulation; Environmental science; Marine engineering; Meteorology; Mechanics; Physics; Mechanical engineering; Engineering; Optics; Geology","score_opus":0.018492205108267486,"score_gpt":0.2280633845692235,"score_spread":0.20957117946095602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203603976","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":[0.018855445,0.0003503669,0.9783887,0.000090984744,0.000048095706,0.00007745198,0.0002042091,0.00097101583,0.001013609],"genre_scores_gemma":[0.34077156,0.00062793563,0.65460277,0.00014972803,0.00011595326,0.00038085514,0.0008678004,0.00026410655,0.002219231],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991775,0.00010879221,0.00003444365,0.00027141656,0.00035001728,0.000057733443],"domain_scores_gemma":[0.9995291,0.00011668215,0.0001263723,0.0000791631,0.00011379935,0.000034858167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007872712,0.0010243688,0.00091463584,0.0015095437,0.0004337762,0.0011451347,0.0015497834,0.0011730073,0.0012180442],"category_scores_gemma":[0.0014609611,0.000490939,0.0006109195,0.00086910406,0.000580457,0.0013101733,0.0016413985,0.0011360666,0.0007202753],"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":[0.00038264503,0.00038086946,0.008764004,0.0006358127,0.00022902248,0.00033778322,0.00026494684,0.16190192,0.49518874,0.014448174,0.0044136634,0.31305248],"study_design_scores_gemma":[0.00001950761,0.00014865275,0.0027121878,0.00001819527,0.000025875863,0.00016556121,0.000040106454,0.9362101,0.05459939,0.0029912966,0.0030159946,0.000053087544],"about_ca_topic_score_codex":0.0018170893,"about_ca_topic_score_gemma":0.0018508515,"teacher_disagreement_score":0.0018170893,"about_ca_system_score_codex":0.0008713976,"about_ca_system_score_gemma":0.00093943445,"threshold_uncertainty_score":0.006322503},"labels":[],"label_agreement":null},{"id":"W3204049597","doi":"10.18409/ispiv.v1i1.87","title":"Application of SPOD analysis to PIV data obtained in the wake of a circular cylinder undergoing vortex induced vibrations","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"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 Calgary","funders":"","keywords":"Wake; Vortex shedding; Strouhal number; Vortex; Cylinder; Mathematics; Physics; Modal; Kármán vortex street; Dynamic mode decomposition; Vortex-induced vibration; Proper orthogonal decomposition; Acoustics; Geometry; Mechanics; Turbulence; Reynolds number","score_opus":0.016723780502859935,"score_gpt":0.2782962658302797,"score_spread":0.2615724853274198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204049597","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":[0.9397915,0.00007388038,0.05863098,0.00005728941,0.000025905187,0.000047479145,0.00018452728,0.00022343032,0.00096503994],"genre_scores_gemma":[0.987369,0.000035474295,0.012381924,0.0000075279668,0.0000028716988,0.000012231899,0.00008412053,0.000007030595,0.000099823046],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99988186,0.000023551287,0.000010337835,0.000021218619,0.000041525458,0.000021528975],"domain_scores_gemma":[0.9995567,0.00021421668,0.000046893103,0.000059837508,0.00009470383,0.00002750965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003244065,0.00025046314,0.00030572063,0.00090273086,0.00028085316,0.00032271483,0.00019126691,0.00023175246,0.00044062603],"category_scores_gemma":[0.001338235,0.00016281153,0.00024704932,0.00042742703,0.00032344542,0.00025534775,0.00036661245,0.00026210785,0.000083618426],"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":[0.0011719882,0.0003936909,0.08076372,0.00075197616,0.0000961335,0.0011586606,0.0008916586,0.17349546,0.5319057,0.002872997,0.0007584217,0.20573965],"study_design_scores_gemma":[0.000012434584,0.00024798332,0.03534734,0.000015468448,0.000013255912,0.00017306577,0.00021980479,0.91087496,0.05192369,0.0005266676,0.0006080249,0.000037288974],"about_ca_topic_score_codex":0.0011591789,"about_ca_topic_score_gemma":0.0012795653,"teacher_disagreement_score":0.0011591789,"about_ca_system_score_codex":0.00017886127,"about_ca_system_score_gemma":0.00031402335,"threshold_uncertainty_score":0.0023049116},"labels":[],"label_agreement":null},{"id":"W3204152134","doi":"10.18409/ispiv.v1i1.166","title":"Flow characteristics analysis for flow past the porous spheres: wake structures and drag force coefficients","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Chinese Academy of Sciences; Chinese Academy of Sciences; University of Alberta","keywords":"Stagnation point; Wake; Drag; SPHERES; Reynolds number; Mechanics; Flow (mathematics); Hele-Shaw flow; Stagnation temperature; Particle image velocimetry; Physics; Geometry; Classical mechanics; Mathematics; Turbulence","score_opus":0.00648519556533544,"score_gpt":0.23256709536048595,"score_spread":0.2260818997951505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204152134","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":[0.9280323,0.00021701377,0.07015753,0.00003865888,0.000010857655,0.000027920438,0.00016860242,0.00019444329,0.001152711],"genre_scores_gemma":[0.9911897,0.00008713813,0.008205786,0.000004929776,0.0000031592929,0.000012442781,0.0001508587,0.000008281947,0.0003375744],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9999224,0.0000041080875,0.000004651558,0.00001660757,0.000033981047,0.000018221472],"domain_scores_gemma":[0.99978536,0.000060152295,0.000044615783,0.000011093234,0.00007848301,0.000020323725],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001722978,0.00022449146,0.00021018888,0.0011382798,0.00021049012,0.0003232395,0.00016604306,0.00022976287,0.00046214188],"category_scores_gemma":[0.0004354151,0.000102866725,0.00027653837,0.00046862056,0.00028923614,0.00043345132,0.00016140507,0.00021814677,0.00007769968],"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":[0.00031703574,0.00016812625,0.047575332,0.00016934957,0.000032922402,0.00039120115,0.00028112569,0.12077359,0.7448757,0.004553394,0.00057129137,0.08029092],"study_design_scores_gemma":[0.000016423572,0.00022457345,0.07261645,0.000011890441,0.000026081489,0.00021128856,0.00016055098,0.7570654,0.167302,0.0011432538,0.001157921,0.00006418797],"about_ca_topic_score_codex":0.0037841974,"about_ca_topic_score_gemma":0.0022409854,"teacher_disagreement_score":0.0037841974,"about_ca_system_score_codex":0.00028779753,"about_ca_system_score_gemma":0.0003505674,"threshold_uncertainty_score":0.007524371},"labels":[],"label_agreement":null},{"id":"W3204371106","doi":"10.18409/ispiv.v1i1.209","title":"Development of Echo-LPT for the study of particle-wall interactions in dense suspensions","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","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":"Queen's University","funders":"","keywords":"Particle image velocimetry; Particle (ecology); Refractive index; Suspension (topology); Particle tracking velocimetry; Velocimetry; Volume fraction; Entrainment (biomusicology); Mechanics; Lagrangian; Materials science; Flow (mathematics); Physics; Optics; Acoustics; Mathematics; Geology; Composite material; Turbulence","score_opus":0.02157730838885407,"score_gpt":0.291976080372272,"score_spread":0.27039877198341794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204371106","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":[0.027710581,0.0009872316,0.96738106,0.00016315533,0.00021415584,0.00023084131,0.0002798051,0.0013846542,0.001648565],"genre_scores_gemma":[0.10323438,0.0012964458,0.8910633,0.0001755656,0.00008986018,0.0007767571,0.00036352722,0.00032694507,0.0026732287],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996896,0.000044462515,0.000022158727,0.000080924736,0.00013588916,0.000027029233],"domain_scores_gemma":[0.9991528,0.00038766649,0.00009215639,0.00007630029,0.00022555044,0.0000655109],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012863555,0.00071239576,0.0007057986,0.0007547019,0.0003109809,0.00076428574,0.00084776443,0.0012602396,0.0021410955],"category_scores_gemma":[0.0015805358,0.0004964434,0.0003988027,0.0005908594,0.00043306328,0.0010689583,0.00084087014,0.0019578172,0.0014309203],"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":[0.000046365945,0.000084865605,0.00041774707,0.00029136674,0.000019058094,0.00015810666,0.000091484784,0.0036447754,0.94323695,0.0034277625,0.0006857444,0.04789592],"study_design_scores_gemma":[0.000039033093,0.0003655596,0.0017455688,0.00006383665,0.00003497693,0.00043474959,0.00006426877,0.23066318,0.7478737,0.002135188,0.016482133,0.00009776451],"about_ca_topic_score_codex":0.00047982682,"about_ca_topic_score_gemma":0.0006706716,"teacher_disagreement_score":0.0021410955,"about_ca_system_score_codex":0.0003470302,"about_ca_system_score_gemma":0.00053259876,"threshold_uncertainty_score":0.0071626306},"labels":[],"label_agreement":null},{"id":"W3204895643","doi":"10.18409/ispiv.v1i1.190","title":"Lagrangian Strain- and Rotation-Rate Tensor Evaluation Based on Multi-pulse Particle Tracking Velocimetry (MPTV) and Radial Basis Functions(RBFs)","year":2021,"lang":"en","type":"article","venue":"14th International Symposium on Particle Image Velocimetry","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Office of Naval Research; Uppsala Universitet; Natural Sciences and Engineering Research Council of Canada; Boise State University","keywords":"Radial basis function; Particle tracking velocimetry; Particle image velocimetry; Eulerian path; Velocimetry; Tensor (intrinsic definition); Smoothness; Lagrangian; Mechanics; Physics; Mathematical analysis; Mathematics; Computer science; Geometry; Artificial intelligence","score_opus":0.016033649781699192,"score_gpt":0.26459127787060993,"score_spread":0.24855762808891074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204895643","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":[0.009323081,0.000076881974,0.9889143,0.000039738607,0.000030938125,0.00003660075,0.00006862353,0.000763332,0.0007464861],"genre_scores_gemma":[0.16094728,0.0002637075,0.83611256,0.000035251684,0.000023127152,0.000088203335,0.00035624098,0.00040258133,0.0017710646],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991529,0.00015527898,0.00006157833,0.000082767765,0.00050616555,0.00004128641],"domain_scores_gemma":[0.99812764,0.000509001,0.0002703119,0.00026943246,0.00075600285,0.00006758152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018182999,0.0007799578,0.0006381974,0.0014528247,0.00031132766,0.0012659747,0.000978709,0.00068281026,0.002076131],"category_scores_gemma":[0.0040390193,0.00035329795,0.0005755967,0.00089085463,0.000486943,0.0014252336,0.0006614698,0.0010929571,0.00093659817],"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":[0.00028426189,0.0002110715,0.004940419,0.0005740682,0.00008258871,0.00020290246,0.0003482052,0.1995751,0.16283457,0.034080327,0.0035456084,0.59332097],"study_design_scores_gemma":[0.00001044847,0.00006494637,0.0010887072,0.000019465711,0.000008753909,0.00010713884,0.000027430406,0.95375377,0.039811403,0.0019957798,0.0030742418,0.000037956874],"about_ca_topic_score_codex":0.0025245298,"about_ca_topic_score_gemma":0.002458751,"teacher_disagreement_score":0.0025245298,"about_ca_system_score_codex":0.000491189,"about_ca_system_score_gemma":0.0010564186,"threshold_uncertainty_score":0.009616196},"labels":[],"label_agreement":null}]}