{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"1d08f142198e","filters":{"venue":"Interdisciplinary mathematical sciences"}},"results":[{"id":"W4232380507","doi":"10.1142/5862","title":"Hilbert-Huang Transform and Its Applications","year":2005,"lang":"en","type":"book","venue":"Interdisciplinary mathematical sciences","topic":"Advanced Numerical Analysis Techniques","field":"Engineering","cited_by":414,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Natural language processing; Linguistics; Cognitive science; Psychology; Philosophy","retraction":null,"screen_n_in":null,"score":{"opus":0.01496908535965192,"gpt":0.3005491783671162,"spread":0.2855800930074643,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001924439,0.0003445134,0.0004981389,0.0001791891,0.0002177886,0.00007061379,0.0005156365,0.000200429,0.0003868118],"category_scores_gemma":[0.0000118377,0.0002659929,0.0001512726,0.0002173775,0.0004201573,0.0002730057,0.0002846931,0.0003393175,0.0002553232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502383,"about_ca_system_score_gemma":0.00002693996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.533996e-8,"about_ca_topic_score_gemma":0.000002770639,"domain_scores_codex":[0.9984087,0.000008759215,0.0004768881,0.0004138981,0.0003543913,0.0003373834],"domain_scores_gemma":[0.9992663,0.0002653559,0.00006213369,0.0002154557,0.00002835383,0.0001624553],"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":[0.00001221754,0.0002951945,0.00000120624,0.002970577,0.0003546452,0.0000305375,0.00186645,0.002043955,0.0008226423,0.4622751,0.02629968,0.5030279],"study_design_scores_gemma":[0.00005785107,0.0001066326,0.0000011718,0.000432863,0.000105199,0.00004130865,0.00005738155,0.07962595,0.0005024286,0.8576096,0.06084546,0.0006141238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003847718,0.002062949,0.1722281,0.0007196152,0.00003051669,0.0005255486,0.00002258103,0.0006722856,0.8237],"genre_scores_gemma":[0.08711515,0.002609154,0.115058,0.0002576771,0.001522201,0.00204983,0.00007148053,0.0003965122,0.79092],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5024137,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2491351100","doi":"10.1142/9789814360920_0011","title":"Some Topics on Dirichlet Forms","year":2011,"lang":"en","type":"book-chapter","venue":"Interdisciplinary mathematical sciences","topic":"Analytic Number Theory Research","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics","retraction":null,"screen_n_in":null,"score":{"opus":0.1342533067405541,"gpt":0.397073102751102,"spread":0.2628197960105479,"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":[0.00168672,0.0006444816,0.0009745905,0.0003586578,0.000495334,0.0001488315,0.001787118,0.0004362412,0.008173676],"category_scores_gemma":[0.0003322918,0.0004199582,0.0004898788,0.0001053277,0.001844134,0.0002936231,0.002110669,0.0008472866,0.0044896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186922,"about_ca_system_score_gemma":0.0001247573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.56366e-7,"about_ca_topic_score_gemma":0.00000479631,"domain_scores_codex":[0.9958837,0.00005291896,0.0009267768,0.0008914422,0.001472484,0.0007726551],"domain_scores_gemma":[0.9968615,0.00136361,0.0003676798,0.000984603,0.00009774235,0.0003248396],"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":[0.00003348785,0.0001653119,0.000001109041,0.0002637356,0.00008601601,0.00008132475,0.0006260505,2.929338e-7,0.000002033557,0.9864737,0.009488082,0.002778874],"study_design_scores_gemma":[0.0001290882,0.0008860657,0.000001233021,0.001040043,0.00008419453,0.00006302846,0.0001487551,0.0001260539,0.00005418306,0.9919467,0.004987484,0.0005331794],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005250827,0.00009201744,0.0008204028,0.001520801,0.0002415525,0.0005683547,0.0000262463,0.0001762775,0.9960293],"genre_scores_gemma":[0.008364368,0.00003942483,0.003278386,0.0001369524,0.0008160762,0.00004686577,0.000005696306,0.0001193438,0.9871929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008836378,"threshold_uncertainty_score":0.9998252,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2488216061","doi":"10.1142/9789812770639_0006","title":"Stochastic Control Methods for the Problem of Optimal Compensation of Executives","year":2007,"lang":"en","type":"book-chapter","venue":"Interdisciplinary mathematical sciences","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Compensation (psychology); Control (management); Stochastic control; Business; Computer science; Mathematical optimization; Optimal control; Control theory (sociology); Mathematics; Psychology; Artificial intelligence","retraction":null,"screen_n_in":null,"score":{"opus":0.08801575403842535,"gpt":0.3665580934909644,"spread":0.278542339452539,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001828206,0.0002077515,0.0007455602,0.0001888018,0.0002276094,0.00002592528,0.0006340928,0.000154785,0.0001543987],"category_scores_gemma":[0.000125281,0.000151874,0.0002719752,0.0001156076,0.001208483,0.0000798127,0.0002359988,0.0001404344,0.00002826549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003428568,"about_ca_system_score_gemma":0.00004713004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004049157,"about_ca_topic_score_gemma":0.000002151491,"domain_scores_codex":[0.9981295,0.000003073872,0.001174081,0.00038102,0.00009016981,0.0002221753],"domain_scores_gemma":[0.9963374,0.002102656,0.001138291,0.0002463881,0.0001284392,0.00004685691],"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":[0.0000318735,0.00005279354,6.835985e-7,0.0001797905,0.00005516689,8.358713e-8,0.0006177748,0.0002737133,0.00001217504,0.9929702,0.00002544443,0.005780334],"study_design_scores_gemma":[0.0001832006,0.0003188834,0.00002282792,0.0002152379,0.0000527032,0.000004552419,0.0001693443,0.02764576,0.00002313762,0.9705442,0.0006554972,0.0001647151],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00001398927,0.001223497,0.8740532,0.0004352219,0.00007353173,0.0009035008,0.0002140192,0.00001117757,0.1230718],"genre_scores_gemma":[0.1699611,0.00003147584,0.8194422,0.00006403471,0.0002584866,0.0004066478,0.00001571636,0.00006749119,0.009752814],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1699471,"threshold_uncertainty_score":0.6193243,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}