{"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":"e4c13e33c90e","filters":{"venue":"Applications of mathematics"}},"results":[{"id":"W4254841181","doi":"10.1007/978-1-4757-5301-1_5","title":"Technical Desiderata","year":2001,"lang":"en","type":"book-chapter","venue":"Applications of mathematics","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","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 British Columbia","funders":"","keywords":"Mathematics; Law of the iterated logarithm; Iterated logarithm; Central limit theorem; Queueing theory; Convergence of random variables; Weak convergence; Brownian motion; Moment (physics); Limit (mathematics); Random variable; Law of large numbers; Scaling limit; Applied mathematics; Convergence (economics); Logarithm; Queue; Scaling; Mathematical analysis; Computer science","authors":[{"name":"Hong Chen","is_ca":true},{"name":"David D. Yao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02449363242630425,"gpt":0.2544411413917395,"spread":0.2299475089654353,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002577063,0.0002396802,0.0004315238,0.000294809,0.00009746766,0.00004488835,0.0005122516,0.0001964439,0.000905848],"category_scores_gemma":[0.000087055,0.00023813,0.0001794961,0.0001466693,0.0001450677,0.000173974,0.0002184763,0.0001958996,0.001079842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002859832,"about_ca_system_score_gemma":0.00001500115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005571467,"about_ca_topic_score_gemma":0.00001436185,"domain_scores_codex":[0.9988078,0.000001244321,0.0005547336,0.0002583163,0.0002476347,0.00013021],"domain_scores_gemma":[0.9977944,0.0001607316,0.0007878281,0.001014379,0.0002332564,0.000009412965],"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":[0.000001230757,0.00005720984,0.000001623041,0.0002765005,0.00003536104,0.000001169138,0.000002966117,0.00004163356,0.00004855693,0.9941371,0.002321437,0.003075223],"study_design_scores_gemma":[0.00004246284,0.000001347501,3.955953e-7,0.00008658748,0.0002592315,0.000003438273,0.00001261668,0.0002968312,0.00001168888,0.6777249,0.3213982,0.0001623319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004954128,0.000115474,0.201686,0.0001678176,0.00001140014,0.0004162023,0.000007614776,0.0001540003,0.7974365],"genre_scores_gemma":[0.01266238,0.000412902,0.2147052,0.001253527,0.002683606,0.0006889618,0.0005587254,0.0005582814,0.7664765],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3190767,"threshold_uncertainty_score":0.9996979,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4235541773","doi":"10.1007/978-1-4757-5301-1_10","title":"Brownian Approximations","year":2001,"lang":"en","type":"book-chapter","venue":"Applications of mathematics","topic":"Advanced Queuing Theory Analysis","field":"Business, Management and Accounting","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 British Columbia","funders":"","keywords":"Semimartingale; Limit (mathematics); Generalization; Heavy traffic approximation; Focus (optics); Brownian motion; Mathematics; Applied mathematics; Approximations of π; Queueing theory; Characterization (materials science); Calculus (dental); Mathematical economics; Computer science; Discrete mathematics; Mathematical analysis; Physics; Statistics","authors":[{"name":"Hong Chen","is_ca":true},{"name":"David D. Yao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01978822081808806,"gpt":0.2360014387502825,"spread":0.2162132179321944,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002158098,0.0002615116,0.0004261261,0.0004261225,0.0001356795,0.00005264423,0.0005028775,0.0001699319,0.001091865],"category_scores_gemma":[0.00005581447,0.000269026,0.0002062812,0.0002080399,0.000142167,0.0002430387,0.000156658,0.00017714,0.00155465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000303636,"about_ca_system_score_gemma":0.00001646465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008257716,"about_ca_topic_score_gemma":0.00001351997,"domain_scores_codex":[0.9987301,0.000001421992,0.0005960867,0.0002585346,0.0002711575,0.0001427112],"domain_scores_gemma":[0.997577,0.0001149783,0.001014476,0.0009781456,0.0003041481,0.00001127278],"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":[8.278561e-7,0.00007184599,0.000002165866,0.0004248526,0.00007441229,4.603196e-7,0.00001712245,0.0001007449,0.00001600879,0.993486,0.00129115,0.004514415],"study_design_scores_gemma":[0.00004871297,0.000001082373,4.152301e-7,0.0000797906,0.0002693884,0.000001383489,0.00003992383,0.001034383,0.000005922115,0.6118321,0.3865199,0.0001669236],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001284277,0.00008644376,0.1544388,0.0001930835,0.00001770056,0.0005225276,0.00001544242,0.0001482059,0.8445649],"genre_scores_gemma":[0.006689077,0.0001981974,0.08339477,0.0006641637,0.001891852,0.000639951,0.000718794,0.0003860119,0.9054172],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3852288,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}