{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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"},"query_hash":"d0c4b84a95aa","filters":{"venue":"Geometric Mechanics"}},"results":[{"id":"W4411710300","doi":"10.1142/s297245892550008x","title":"On stochastic variational principles","year":2025,"lang":"en","type":"article","venue":"Geometric Mechanics","topic":"Auction Theory and Applications","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Applied mathematics; Mathematical economics; Mathematics; Calculus (dental); Computer science; Medicine; Orthodontics","retraction":null,"screen_n_in":null,"score":{"opus":0.09472373721555871,"gpt":0.3681340480597257,"spread":0.273410310844167,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002153023,0.00008859401,0.000141834,0.001419433,0.0002750666,0.0001007344,0.0005701195,0.00007008361,0.001502008],"category_scores_gemma":[0.01048997,0.00007009626,0.00007621891,0.006006421,0.00001573627,0.00007680454,0.0001165785,0.0001275788,0.001666901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004990256,"about_ca_system_score_gemma":0.00009296807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000117783,"about_ca_topic_score_gemma":7.302376e-7,"domain_scores_codex":[0.9982189,0.00008330168,0.0004001481,0.0003652498,0.0007774031,0.000155014],"domain_scores_gemma":[0.9955057,0.003497656,0.0001546002,0.0005533934,0.0002253755,0.00006330269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009721683,0.00005417936,0.000004152654,6.521798e-7,0.000008539148,1.839745e-7,0.00001030152,0.01549957,0.00002072269,0.963963,0.003660865,0.01676805],"study_design_scores_gemma":[0.0001513503,0.0000269504,0.0003682793,0.000004229466,0.000008538133,0.000001284939,0.00006250077,0.03611777,0.0001378982,0.9328965,0.03015498,0.00006972795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002891839,0.00003474849,0.9830253,0.001074367,0.0006046722,0.0001597745,0.00002029439,0.00005495005,0.01213406],"genre_scores_gemma":[0.9796544,0.000002592385,0.001771694,0.0007584565,0.00005500169,0.00004533222,0.0000058382,0.000004679493,0.01770197],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9812536,"threshold_uncertainty_score":0.9994107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400857159","doi":"10.1142/s2972458924010019","title":"Editorial","year":2024,"lang":"es","type":"editorial","venue":"Geometric Mechanics","topic":"Control and Stability of Dynamical Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.005316638086127964,"gpt":0.2102841226765041,"spread":0.2049674845903762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00175989,0.001030616,0.001629311,0.001651489,0.0001454534,0.0007126299,0.001054826,0.003464365,0.0004420888],"category_scores_gemma":[0.004623507,0.001010062,0.0009127824,0.003732916,0.00002560938,0.0001370166,0.0004126994,0.003262512,0.004682521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049773,"about_ca_system_score_gemma":0.0003219895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003008218,"about_ca_topic_score_gemma":0.00003526836,"domain_scores_codex":[0.9932562,0.0001214952,0.001335122,0.001200734,0.002872262,0.001214215],"domain_scores_gemma":[0.9955519,0.002238703,0.0001843933,0.001057038,0.0004593293,0.0005086762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003516186,0.00005849838,4.772568e-7,0.002224256,0.0004679824,0.00001720555,0.00003824122,0.0004776465,0.00007639026,0.00298213,0.9811609,0.01246114],"study_design_scores_gemma":[0.0006768627,0.0002491602,6.42352e-7,0.0003468907,0.0004336802,0.000002374104,0.00001706044,0.05227337,0.000004973462,0.004698836,0.9403422,0.0009538852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002190722,0.006823689,0.01988319,0.00008028976,0.9675485,0.0007190576,0.001376218,0.0008948632,0.002652322],"genre_scores_gemma":[0.00367866,0.001335595,0.0001234993,0.000005426267,0.9923181,0.00009272448,0.0003619709,0.0002495021,0.001834523],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05179572,"threshold_uncertainty_score":0.999235,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416981654","doi":"10.1142/s2972458925400131","title":"Hidden diffeos in the Hamiltonian formulation of a background independent field theory","year":2025,"lang":"en","type":"article","venue":"Geometric Mechanics","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Covariant transformation; Hamiltonian (control theory); Gauge covariant derivative; Lie derivative; Gauge theory; Connection (principal bundle); Covariant derivative; Covariant Hamiltonian field theory; Hamiltonian lattice gauge theory","retraction":null,"screen_n_in":null,"score":{"opus":0.01370107039093262,"gpt":0.2715167916118225,"spread":0.2578157212208899,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004936124,0.00008470676,0.0001434941,0.0003327916,0.00005340383,0.00002604077,0.00023562,0.00005009638,0.0001721324],"category_scores_gemma":[0.00003375191,0.00006133194,0.00008473055,0.00120828,0.000004782794,0.00004778285,0.00006989401,0.0001677161,0.000006612201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001723569,"about_ca_system_score_gemma":0.00004244858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001477775,"about_ca_topic_score_gemma":0.00001326214,"domain_scores_codex":[0.9992483,0.0000695765,0.0002283505,0.0001266946,0.0001620246,0.0001650288],"domain_scores_gemma":[0.9991776,0.0004253137,0.00007361539,0.0002713876,0.00003313027,0.00001896013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001557598,0.0001458493,0.003476035,0.00001663842,0.00003835665,7.033025e-7,0.000236497,0.00001748841,0.0001119373,0.9313393,0.0001480693,0.06445353],"study_design_scores_gemma":[0.001573661,0.0001953951,0.03274227,0.00007875371,0.00009705536,9.552356e-7,0.00531392,0.01035083,0.003946595,0.940733,0.004674066,0.0002935412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7331807,0.0001492052,0.2512196,0.000333288,0.0002823106,0.0004036145,0.00003021081,0.00001014937,0.01439087],"genre_scores_gemma":[0.9988531,0.00000526375,0.0003985412,0.0001464275,0.00006517202,0.00001201085,0.00001530979,0.000004800198,0.0004993908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656724,"threshold_uncertainty_score":0.2501044,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413435652","doi":"10.1142/s2972458925400088","title":"Invariance of subbundles and nonholonomic trajectories","year":2025,"lang":"en","type":"article","venue":"Geometric Mechanics","topic":"Control and Dynamics of Mobile Robots","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Nonholonomic system; Mathematics; Mathematical economics; Pure mathematics; Classical mechanics; Computer science; Physics; Artificial intelligence; Robot","retraction":null,"screen_n_in":null,"score":{"opus":0.004037128094576605,"gpt":0.1823344636856072,"spread":0.1782973355910306,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001290146,0.00008597229,0.0001863911,0.0004100275,0.000022609,0.00001359898,0.0001045147,0.00006442457,0.00001113118],"category_scores_gemma":[0.00009135225,0.00008991678,0.00003188885,0.0008191731,0.000009342101,0.00004924726,0.00003913698,0.00007389667,0.000002704585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002673994,"about_ca_system_score_gemma":0.00001511008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001991282,"about_ca_topic_score_gemma":0.0000158008,"domain_scores_codex":[0.9995321,0.000006271368,0.0001664772,0.0001059927,0.0000580094,0.0001311287],"domain_scores_gemma":[0.9996369,0.0001308934,0.00002226475,0.0001532361,0.00002728768,0.00002936791],"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":[0.00007929653,0.000134318,0.00452456,0.001289328,0.0005282319,0.00001034034,0.0002387062,0.108158,0.02338608,0.5194157,0.0009750543,0.3412604],"study_design_scores_gemma":[0.001879659,0.0001530546,0.01834053,0.0001147724,0.0001344769,0.000008756328,0.000115536,0.9333899,0.007253199,0.03287067,0.0051975,0.000541923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5222809,0.009883786,0.4628656,0.00006085973,0.0009788036,0.0002219689,0.00002964536,0.0001776352,0.003500826],"genre_scores_gemma":[0.9979889,0.0007226075,0.001153654,0.00001531274,0.00001495883,0.000007539327,0.00000243375,0.000008295625,0.00008626654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8252319,"threshold_uncertainty_score":0.36667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}