{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"ba4334eafb1d","filters":{"venue":"Graduate texts in contemporary physics"}},"results":[{"id":"W1654995442","doi":"10.1007/978-1-4612-1258-4","title":"Coherent States, Wavelets and Their Generalizations","year":2000,"lang":"en","type":"book","venue":"Graduate texts in contemporary physics","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":737,"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":"Wavelet; Psychology; Psychoanalysis; Epistemology; Philosophy; Computer science; Artificial intelligence","authors":[{"name":"S. Twareque Ali","is_ca":true},{"name":"Jean-Pierre Antoine","is_ca":false},{"name":"Jean‐Pierre Gazeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0976335104763195,"gpt":0.2895478813492841,"spread":0.1919143708729645,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000585322,0.0008234688,0.0007521419,0.001777637,0.0007641321,0.002997931,0.000606269,0.001435133,0.00392666],"category_scores_gemma":[0.001837005,0.0005447125,0.0004238421,0.002906865,0.002862942,0.00398912,0.0007713954,0.003415206,0.001258031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006310212,"about_ca_system_score_gemma":0.0005098187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007189959,"about_ca_topic_score_gemma":0.0007480889,"domain_scores_codex":[0.9997835,0.00004473222,0.00001666255,0.00005578894,0.00008363721,0.00001564522],"domain_scores_gemma":[0.9996591,0.0001968774,0.00003399469,0.00004008809,0.00005063016,0.00001938515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005163811,0.000008153442,0.00003403523,0.00007383101,0.000004961322,0.00001974126,0.0001379188,0.0006695546,0.0004205418,0.9705395,0.008679179,0.01940738],"study_design_scores_gemma":[0.000003010399,0.000007383625,0.00009587329,0.00002753976,0.000003769281,0.00005905726,0.00003994509,0.001480039,0.00008619125,0.9700325,0.02815904,0.000005645296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02123794,0.3239284,0.280865,0.008500029,0.006384967,0.00005123429,0.0003754135,0.0003379136,0.358319],"genre_scores_gemma":[0.3120259,0.2456921,0.1351325,0.004067297,0.01770956,0.000382334,0.0007214309,0.0003919334,0.283877],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00392666,"threshold_uncertainty_score":0.01313603,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4238967312","doi":"10.1007/978-1-4612-1258-4_14","title":"Multidimensional Wavelets","year":2000,"lang":"en","type":"book-chapter","venue":"Graduate texts in contemporary physics","topic":"Image and Signal Denoising Methods","field":"Computer Science","cited_by":1,"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":"Wavelet; Dimension (graph theory); Turbulence; Statistical physics; Physics; Theoretical physics; Mathematics; Computer science; Pure mathematics; Artificial intelligence; Mechanics","authors":[{"name":"S. Twareque Ali","is_ca":true},{"name":"Jean-Pierre Antoine","is_ca":false},{"name":"Jean‐Pierre Gazeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1202723996792054,"gpt":0.2988942908849726,"spread":0.1786218912057672,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003378747,0.0008203334,0.0006183567,0.001230116,0.0003751155,0.00167557,0.0004928429,0.0007333729,0.02467838],"category_scores_gemma":[0.0008348898,0.0003523164,0.0003275284,0.001771279,0.0005654265,0.001749611,0.0009400571,0.001758992,0.01473025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002964061,"about_ca_system_score_gemma":0.0002341774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568621,"about_ca_topic_score_gemma":0.0002670132,"domain_scores_codex":[0.9998154,0.00002243939,0.00001074912,0.00004454901,0.00009666238,0.00001026324],"domain_scores_gemma":[0.9997942,0.0000444972,0.00001144089,0.00006742459,0.00006388145,0.0000186343],"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":[0.00001989572,0.00003175164,0.00007566057,0.0001822361,0.00001508874,0.00007333337,0.0001728072,0.00158275,0.008342444,0.4525403,0.09747904,0.4394847],"study_design_scores_gemma":[0.000008333256,0.0000419031,0.0005466702,0.0001293588,0.00001879639,0.0005434445,0.00007239876,0.0149596,0.006345596,0.2679892,0.7093199,0.0000247246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005336728,0.02697603,0.6469675,0.002418934,0.004666215,0.00004574618,0.0005439174,0.001318232,0.3117267],"genre_scores_gemma":[0.05715261,0.02946766,0.2490918,0.0008780982,0.002992984,0.00012346,0.001153308,0.001167121,0.6579731],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02467838,"threshold_uncertainty_score":0.08255738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233454097","doi":"10.1007/978-1-4612-1258-4_5","title":"Hilbert Spaces with Reproducing Kernels and Coherent States","year":2000,"lang":"en","type":"book-chapter","venue":"Graduate texts in contemporary physics","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"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":"Generality; Reproducing kernel Hilbert space; Pure mathematics; Kernel (algebra); Hilbert space; Algebra over a field; Mathematics; Reading (process); Computer science; Theoretical computer science; Linguistics; Psychology; Philosophy","authors":[{"name":"S. Twareque Ali","is_ca":true},{"name":"Jean-Pierre Antoine","is_ca":false},{"name":"Jean‐Pierre Gazeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2060712894734822,"gpt":0.337522360346678,"spread":0.1314510708731958,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008465194,0.0009920988,0.0007139573,0.001143012,0.0007658292,0.002525231,0.0006991953,0.001549415,0.006596386],"category_scores_gemma":[0.001669659,0.0004404395,0.0004430252,0.0015989,0.003407535,0.004434655,0.001181137,0.002784996,0.001502451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007713112,"about_ca_system_score_gemma":0.0005636939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003146116,"about_ca_topic_score_gemma":0.0002892097,"domain_scores_codex":[0.9996424,0.0001269058,0.00001806359,0.00004944747,0.0001367617,0.00002637656],"domain_scores_gemma":[0.9994326,0.0003318982,0.00004086697,0.00007912361,0.00008460502,0.00003085138],"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":[0.000001548991,0.000004554241,0.000007974873,0.00001792127,0.000001676901,0.000007626002,0.0000490501,0.0002174113,0.0001208513,0.9951482,0.001710108,0.002713101],"study_design_scores_gemma":[0.000001967405,0.000004472824,0.00003701637,0.000007221205,0.000001694095,0.00003539447,0.00001640234,0.001418414,0.0001094073,0.9901355,0.008228532,0.0000040377],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04169302,0.03011337,0.4091979,0.006910915,0.002470297,0.00006997936,0.000324815,0.0004375068,0.5087821],"genre_scores_gemma":[0.6022273,0.02378383,0.09319347,0.001589971,0.00565388,0.0002603939,0.0005200494,0.0003799132,0.2723912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006596386,"threshold_uncertainty_score":0.02206713,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3177643880","doi":"10.1007/978-1-4612-2256-9_19","title":"Correction to: Minimal Models I","year":2011,"lang":"en","type":"book-chapter","venue":"Graduate texts in contemporary physics","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","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 de Sherbrooke; Université Laval","funders":"","keywords":"Computer science; Information retrieval; Artificial intelligence","authors":[{"name":"Philippe Di Francesco","is_ca":false},{"name":"Pierre Mathieu","is_ca":true},{"name":"David Sénéchal","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3623939788609523,"gpt":0.3557069587010333,"spread":0.00668702015991901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002118124,0.001782877,0.002014497,0.003555633,0.002998231,0.003862723,0.003326337,0.005003212,0.1805978],"category_scores_gemma":[0.03617696,0.000762206,0.001707359,0.002484063,0.002288722,0.004896055,0.002289853,0.007489142,0.07420537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003954122,"about_ca_system_score_gemma":0.004185481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007667949,"about_ca_topic_score_gemma":0.01216676,"domain_scores_codex":[0.9976527,0.0004759262,0.0002311119,0.0004792378,0.0008991392,0.0002619755],"domain_scores_gemma":[0.987866,0.003012533,0.0005320712,0.002411631,0.005520495,0.0006573313],"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":[0.00001319926,0.000003165431,0.00002574365,0.00006336493,0.00000549709,0.0000395054,0.0000145531,0.00005475014,0.00001139555,0.009605211,0.9859116,0.004252015],"study_design_scores_gemma":[0.00002386136,0.000009359385,0.0002555885,0.000167247,0.00002229872,0.0002784706,0.00004046277,0.0006138079,0.0001328292,0.04615698,0.9522742,0.00002493478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0005060128,0.002459534,0.007495013,0.1424235,0.7872593,0.00004709501,0.00480098,0.002219699,0.0527888],"genre_scores_gemma":[0.04518678,0.005939644,0.01038119,0.08927936,0.27447,0.0002638092,0.006867226,0.005106441,0.5625055],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1805978,"threshold_uncertainty_score":0.6041598,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237607469","doi":"10.1007/978-1-4612-1258-4_12","title":"Wavelets","year":2000,"lang":"en","type":"book-chapter","venue":"Graduate texts in contemporary physics","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"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":"Orthonormal basis; Wavelet; Mathematics; Algebra over a field; Pure mathematics; Computer science; Artificial intelligence; Physics","authors":[{"name":"S. Twareque Ali","is_ca":true},{"name":"Jean-Pierre Antoine","is_ca":false},{"name":"Jean‐Pierre Gazeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0922405538357178,"gpt":0.2478483475329968,"spread":0.155607793697279,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004131772,0.0007911533,0.0005390032,0.0008957718,0.0002575917,0.001552081,0.0005148837,0.000784055,0.04074],"category_scores_gemma":[0.001493059,0.0002431988,0.0003412231,0.001184552,0.000376265,0.001277677,0.0007968951,0.001493135,0.03143847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953473,"about_ca_system_score_gemma":0.0002468066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002857232,"about_ca_topic_score_gemma":0.0002728527,"domain_scores_codex":[0.999744,0.0000441033,0.00001282142,0.00007064591,0.000105769,0.00002266014],"domain_scores_gemma":[0.9996819,0.00005490864,0.0000196001,0.000114818,0.0001033975,0.00002533477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007952366,0.00003784089,0.0001347141,0.0001372855,0.0000243313,0.00006394324,0.00006237224,0.004258923,0.009580486,0.2468407,0.09547423,0.6433056],"study_design_scores_gemma":[0.00004868228,0.0001240006,0.0009642866,0.0001173004,0.00004608751,0.000579111,0.00009950022,0.08637854,0.01214619,0.2432209,0.6562349,0.00004064199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005091127,0.004392416,0.8593773,0.001243265,0.002995997,0.00005833377,0.001175042,0.002181446,0.1234851],"genre_scores_gemma":[0.1107986,0.01165498,0.3525435,0.001302644,0.003305047,0.0002676226,0.005566473,0.002411507,0.5121497],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04074,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4232586095","doi":"10.1007/978-1-4612-1258-4_3","title":"Positive Operator-Valued Measures and Frames","year":2000,"lang":"en","type":"book-chapter","venue":"Graduate texts in contemporary physics","topic":"Spectral Theory in Mathematical Physics","field":"Mathematics","cited_by":0,"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":"Hilbert space; Operator (biology); Kernel (algebra); Connection (principal bundle); Algebra over a field; Reproducing kernel Hilbert space; Mathematics; Pure mathematics; Calculus (dental); Group (periodic table); Computer science","authors":[{"name":"S. Twareque Ali","is_ca":true},{"name":"Jean-Pierre Antoine","is_ca":false},{"name":"Jean‐Pierre Gazeau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1566593963172906,"gpt":0.3275768480973762,"spread":0.1709174517800856,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006556123,0.0009689213,0.000571651,0.001714006,0.001371084,0.003611968,0.0006092637,0.001183554,0.008701737],"category_scores_gemma":[0.001272305,0.0003622114,0.0002841994,0.002122553,0.003647356,0.005637368,0.0009063001,0.002213556,0.001391281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001700041,"about_ca_system_score_gemma":0.0005868549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005867589,"about_ca_topic_score_gemma":0.0007590457,"domain_scores_codex":[0.9997124,0.00009086957,0.00001490187,0.00004713442,0.0001078514,0.00002686996],"domain_scores_gemma":[0.9996156,0.0001897711,0.00003062356,0.00003897697,0.00009020236,0.00003486404],"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":[8.697003e-7,0.000002243251,0.000005901978,0.000009908624,6.048538e-7,0.000004780329,0.0000822009,0.00003721322,0.00006861478,0.9948513,0.002332679,0.002603752],"study_design_scores_gemma":[0.000001512289,0.000002944328,0.00004338429,0.00001513678,0.000001322048,0.00003239272,0.00005732645,0.0001912356,0.00006148224,0.9688488,0.03074162,0.000002868532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01732189,0.03142247,0.06356896,0.006815847,0.002341257,0.00002876872,0.0001664009,0.0001364287,0.878198],"genre_scores_gemma":[0.5102261,0.03451934,0.02751449,0.00182472,0.006531862,0.0002095333,0.0002953625,0.0002594044,0.4186191],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008701737,"threshold_uncertainty_score":0.02911025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}