{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"2cbe38bad3e9","filters":{"venue":"Machine Graphics & Vision International Journal archive"}},"results":[{"id":"W2128276788","doi":"","title":"Classifying visual objects with the consistency-driven pairwise comparisons method","year":2009,"lang":"en","type":"article","venue":"Machine Graphics & Vision International Journal archive","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Laurentian University","funders":"","keywords":"Pairwise comparison; Consistency (knowledge bases); Computer science; Artificial intelligence; Key (lock); Image (mathematics); Pattern recognition (psychology); Computer vision","authors":[{"name":"Waldemar W. Koczkodaj","is_ca":true},{"name":"Nicolas Robidoux","is_ca":true},{"name":"Ryszard Tadeusiewicz","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01537476089045868,"gpt":0.3282359669493731,"spread":0.3128612060589144,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008183514,0.0002409412,0.0002343668,0.0004543401,0.0006454427,0.0007411526,0.001904859,0.00005213058,0.00002032766],"category_scores_gemma":[0.00008303769,0.0001427346,0.0002226511,0.0004975412,0.0001728878,0.0004233076,0.0002340705,0.000938282,0.00001251168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005898451,"about_ca_system_score_gemma":0.000155585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002148291,"about_ca_topic_score_gemma":0.00002117493,"domain_scores_codex":[0.9973466,0.0004108179,0.0004473539,0.0003681715,0.001138513,0.000288553],"domain_scores_gemma":[0.9980528,0.0004667141,0.0004397162,0.0003292917,0.0005322173,0.0001792321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004049663,0.0008956806,0.002849235,0.000009307611,0.0004303911,0.0003857583,0.002954382,0.0002827077,0.01892367,0.6436456,0.01031299,0.3189054],"study_design_scores_gemma":[0.001922373,0.001913333,0.06300174,0.0003005007,0.00007285098,0.002703483,0.0003345023,0.7604346,0.004903914,0.1209936,0.04261551,0.0008036125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009623253,0.0001362429,0.9685062,0.02719108,0.000271468,0.0001623165,0.00001088907,0.0001411666,0.00261835],"genre_scores_gemma":[0.8344079,0.0001890412,0.1617202,0.003369242,0.000173961,0.000007868471,0.00001208798,0.00001226542,0.0001074872],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8334455,"threshold_uncertainty_score":0.7146951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W28462678","doi":"10.5555/1140752.1140756","title":"Multi-scale morphological modeling of a class of structural texture","year":2005,"lang":"en","type":"article","venue":"Machine Graphics & Vision International Journal archive","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Texture compression; Texture filtering; Texture (cosmology); Texture synthesis; Artificial intelligence; Computer science; Projective texture mapping; Segmentation; Image texture; Computer vision; Pattern recognition (psychology); Scale (ratio); Piecewise; Texture atlas; Texture mapping; Bidirectional texture function; Computer graphics; Representation (politics); Image segmentation; Image (mathematics); Mathematics; Geography","authors":[{"name":"Marek B. Zaremba","is_ca":true},{"name":"Roman M. Palenichka","is_ca":true},{"name":"Rokia Missaoui","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0163943937495208,"gpt":0.3284366250470775,"spread":0.3120422312975568,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004230591,0.0001468276,0.0002235162,0.0004705542,0.00007629408,0.00009503579,0.00149039,0.00006147684,0.00006885979],"category_scores_gemma":[0.0001365524,0.0001083592,0.0002108466,0.0001945364,0.0001589137,0.000412572,0.0004058966,0.0005765391,0.000002055257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003097143,"about_ca_system_score_gemma":0.00004413933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003784831,"about_ca_topic_score_gemma":0.00001821445,"domain_scores_codex":[0.9977395,0.0001413837,0.0007243291,0.0002366697,0.0009948205,0.0001633183],"domain_scores_gemma":[0.9986401,0.0001241172,0.000426997,0.0002113648,0.0004521719,0.0001452126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003505934,0.001067503,0.008067726,0.0000444823,0.0003996703,0.0002229162,0.004671178,0.02116852,0.3589535,0.0393751,0.001027222,0.5646516],"study_design_scores_gemma":[0.0006821972,0.0001455164,0.002357888,0.00007124009,0.000006736667,0.0003343088,0.00002475286,0.9705716,0.005895814,0.01967907,0.0001223733,0.0001085072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03705424,0.0001257027,0.9604785,0.001792397,0.0002482683,0.00008615352,0.00003719291,0.00003522978,0.0001423326],"genre_scores_gemma":[0.5818923,0.00007898201,0.4175563,0.0003656646,0.00007694261,0.000001738663,0.000008761863,0.000005087907,0.000014219],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9494031,"threshold_uncertainty_score":0.441876,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1540846082","doi":"","title":"LR-upward drawing of ordered sets","year":2009,"lang":"en","type":"article","venue":"Machine Graphics & Vision International Journal archive","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Java; Decomposition; Set (abstract data type); Chain (unit); Order (exchange); Engineering drawing; Line (geometry); Flow (mathematics); Computer graphics (images); Programming language; Geometry; Mathematics; Engineering; Physics","authors":[{"name":"Guy-Vincent Jourdan","is_ca":true},{"name":"Livaniaina Hary Rakotomalala","is_ca":true},{"name":"Nejib Zaguia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01000613691098754,"gpt":0.300338608581727,"spread":0.2903324716707394,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006467298,0.0001931767,0.0002368915,0.0009736894,0.0001752997,0.0002968178,0.001792845,0.00005788072,0.00006692648],"category_scores_gemma":[0.0001586186,0.0001669312,0.0002712361,0.0003699606,0.00007794774,0.0005306596,0.0002694709,0.0005903631,0.00001554651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003662052,"about_ca_system_score_gemma":0.00007800836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002868796,"about_ca_topic_score_gemma":0.000008679284,"domain_scores_codex":[0.9976434,0.0001721784,0.0006406737,0.0002955516,0.001009023,0.0002391781],"domain_scores_gemma":[0.9983513,0.0001855581,0.0004303568,0.000277634,0.0005859696,0.0001691516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001288043,0.0005528732,0.002091325,0.000009457716,0.0001929221,0.000286065,0.001540673,0.00006335542,0.01900427,0.1777705,0.004385695,0.793974],"study_design_scores_gemma":[0.001170683,0.0007643547,0.02337231,0.0003318477,0.0000152716,0.0010789,0.00002127269,0.03894745,0.008817082,0.9184236,0.006683879,0.0003733747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03201382,0.0001282826,0.9563813,0.00694215,0.0006610413,0.0001344966,0.00003849486,0.0001444348,0.003555942],"genre_scores_gemma":[0.894454,0.0003508689,0.1036156,0.001395762,0.0001230832,0.000002803113,0.00001865571,0.00001042866,0.00002883792],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8624402,"threshold_uncertainty_score":0.6807258,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W199381118","doi":"","title":"An interactive modification data structure for 3D surfaces","year":2003,"lang":"en","type":"article","venue":"Machine Graphics & Vision International Journal archive","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Polyhedron; Data structure; Vertex (graph theory); Computer graphics (images); Limiting; Zoom; Theoretical computer science; Algorithm; Mathematics; Programming language; Geometry; Graph","authors":[{"name":"Mohsen Madi","is_ca":false},{"name":"Desmond J. Walton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02733637861284024,"gpt":0.3535276807838417,"spread":0.3261913021710015,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007697056,0.0001874137,0.0001479655,0.0005453628,0.0003712973,0.0007171688,0.002136884,0.00004994912,0.00004231867],"category_scores_gemma":[0.0003043462,0.0001632324,0.00008734154,0.0002932955,0.00004430276,0.001620711,0.0002109588,0.0003718301,0.000004929449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000459453,"about_ca_system_score_gemma":0.0001401659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001680053,"about_ca_topic_score_gemma":0.00004717301,"domain_scores_codex":[0.9978857,0.0002732245,0.0004306088,0.0005273935,0.0006853756,0.0001977231],"domain_scores_gemma":[0.9978893,0.0003858377,0.0003479883,0.0005408172,0.0006739169,0.0001620776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002967136,0.0006432857,0.001288035,0.00001313499,0.0003943732,0.00002715611,0.001814806,0.05875479,0.02064639,0.7160372,0.003944429,0.1961397],"study_design_scores_gemma":[0.0006220296,0.0001842954,0.002962794,0.00001888694,0.0000112725,0.0002062688,0.00002445721,0.7817646,0.0005825905,0.1862873,0.02715584,0.0001796573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02410559,0.0001197508,0.9717538,0.001258669,0.001931001,0.0001933419,0.000388517,0.00004043624,0.0002088826],"genre_scores_gemma":[0.7260107,0.00007743572,0.2724345,0.0004492754,0.0002616984,0.000005561853,0.0007220846,0.00001163239,0.00002700214],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7230098,"threshold_uncertainty_score":0.6915675,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1535586468","doi":"","title":"Iris recognition using genetic algorithms and asymmetrical SVMs","year":2010,"lang":"en","type":"article","venue":"Machine Graphics & Vision International Journal archive","topic":"Biometric Identification and Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Iris recognition; Biometrics; Computer science; Support vector machine; Artificial intelligence; IRIS (biosensor); Pattern recognition (psychology); Preprocessor; Feature selection; Fitness function; Feature extraction; Machine learning; Genetic algorithm","authors":[{"name":"Kaushik Roy","is_ca":true},{"name":"Prabir Bhattacharya","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02183363179614844,"gpt":0.3050060169374069,"spread":0.2831723851412584,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006644186,0.0001509531,0.0001380656,0.001863474,0.0003159081,0.0008059979,0.0009380872,0.00007986431,0.00006282095],"category_scores_gemma":[0.0002832417,0.0001320071,0.0001263302,0.0009201037,0.0001262065,0.0003764204,0.0003561347,0.0008916295,0.00002174214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002644989,"about_ca_system_score_gemma":0.000056687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001289486,"about_ca_topic_score_gemma":0.00001853905,"domain_scores_codex":[0.9980444,0.0001311278,0.000434592,0.0003501512,0.0008387287,0.0002009469],"domain_scores_gemma":[0.9986032,0.000223983,0.0002620218,0.0002144062,0.0004428753,0.0002535191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003190556,0.0003120876,0.006241586,0.000005790308,0.0001138457,0.0001262238,0.0005210036,0.0000122118,0.00799781,0.01804457,0.0008452638,0.9657477],"study_design_scores_gemma":[0.001023964,0.0001378784,0.1294186,0.00003219995,0.00002147746,0.003002315,0.00001664754,0.6856166,0.0003136501,0.1590748,0.02098683,0.0003550975],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1634565,0.000145553,0.8315611,0.00194626,0.002508026,0.00008115111,0.00004682236,0.00003707726,0.00021749],"genre_scores_gemma":[0.619709,0.0005121083,0.3785954,0.0006734355,0.0004445707,0.000002821414,0.00002835185,0.0000131584,0.00002122376],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9653926,"threshold_uncertainty_score":0.7772256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}