{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"af48fcd88542","filters":{"venue":"GRAPP/IVAPP"}},"results":[{"id":"W2667060791","doi":"","title":"Sketching Fluid Flows - Combining Sketch-based Techniques and Gradient Vector Flow for Lattice-Boltzmann Initialization.","year":2012,"lang":"en","type":"article","venue":"GRAPP/IVAPP","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Sketch; Lattice Boltzmann methods; Initialization; Computer science; Vector flow; Flow (mathematics); Computational science; Algorithm; Mechanics; Mathematics; Geometry; Applied mathematics; Physics; Artificial intelligence; Image (mathematics)","authors":[{"name":"Sicilia Ferreira Judice","is_ca":true},{"name":"Gilson A. Giraldi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02576658170607491,"gpt":0.2612970197507561,"spread":0.2355304380446812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004376939,0.0003699586,0.0004036529,0.0002596061,0.0003444365,0.0001007826,0.0001498854,0.0001488872,0.00002566234],"category_scores_gemma":[0.00009702741,0.0003766005,0.0001193085,0.0003072296,0.0000751882,0.0004875544,0.00006693466,0.0001715518,0.00001877078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008169437,"about_ca_system_score_gemma":0.00001802172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008406315,"about_ca_topic_score_gemma":0.000008532891,"domain_scores_codex":[0.9983053,0.00005161381,0.0004654909,0.0002904479,0.0002625465,0.0006246631],"domain_scores_gemma":[0.998914,0.0003655033,0.00007903806,0.0003261216,0.0001254846,0.0001898519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001115093,0.002530612,0.1009256,0.01261065,0.005289493,0.0001357828,0.07128856,0.2699377,0.04657403,0.1851811,0.09925342,0.205158],"study_design_scores_gemma":[0.003808322,0.0002445514,0.007128011,0.0004039615,0.0004295761,0.0000330763,0.0006012491,0.7677637,0.01534381,0.003235461,0.1991002,0.001908028],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6325325,0.01108471,0.3358484,0.00059348,0.003314449,0.003628879,0.0002553516,0.005396093,0.00734615],"genre_scores_gemma":[0.9641047,0.00009681581,0.03453895,0.0001630111,0.0005278282,0.0002990972,0.0000965827,0.0001227815,0.00005025869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.497826,"threshold_uncertainty_score":0.9998686,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2674999091","doi":"","title":"Surface-based Segmentation of 3D Point Cloud Data in the Vector Field Representation.","year":2012,"lang":"en","type":"article","venue":"GRAPP/IVAPP","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Point cloud; Representation (politics); Segmentation; Computer vision; Artificial intelligence; Computer science; Field (mathematics); Surface (topology); Cloud computing; Point (geometry); Remote sensing; Geography; Mathematics; Geometry","authors":[{"name":"Van-Tung Nguyen","is_ca":true},{"name":"Denis Laurendeau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04727568803454709,"gpt":0.2829766323363109,"spread":0.2357009443017638,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003851242,0.00008113325,0.0001183038,0.00006008139,0.00003127471,0.00001596983,0.000246128,0.0000401264,0.00006377409],"category_scores_gemma":[0.00003997735,0.00006477494,0.00003949713,0.0002979357,0.00001196502,0.0001421976,0.00002356247,0.00009915204,0.00001474674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000158348,"about_ca_system_score_gemma":0.000007698628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000198234,"about_ca_topic_score_gemma":0.00003386462,"domain_scores_codex":[0.9992891,0.00005483229,0.0002134516,0.0001118086,0.0001764568,0.0001543285],"domain_scores_gemma":[0.9992553,0.0001434137,0.00003495601,0.0005233855,0.00001682143,0.00002613108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004796416,0.0003201409,0.1057379,0.0002833964,0.0002411512,0.000005567303,0.007216614,0.8205638,0.02284993,0.0003069307,0.03092889,0.01149778],"study_design_scores_gemma":[0.0007858076,0.00003466675,0.008468786,0.00006066843,0.0001346226,0.000001911138,0.001494319,0.9615118,0.02645052,0.0002253259,0.0005305576,0.0003010163],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916023,0.0005808111,0.1061123,0.000590773,0.0002376885,0.0001469754,0.00003534225,0.00007413076,0.0006197211],"genre_scores_gemma":[0.997109,0.00003066433,0.002492668,0.0000984916,0.00008767004,0.000006007391,0.0001482126,0.00001081238,0.00001644905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.140948,"threshold_uncertainty_score":0.2641445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}