{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"40adda8d1669","filters":{"venue":"Texts and readings in mathematics"}},"results":[{"id":"W4285190472","doi":"10.1007/978-981-19-0957-3","title":"A First Course in Graph Theory and Combinatorics","year":2022,"lang":"en","type":"book","venue":"Texts and readings in mathematics","topic":"Graph theory and applications","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Ramanujan's sum; Combinatorics; Adjacency list; Conjecture; Adjacency matrix; Mathematics; Graph theory; Discrete mathematics; Graph","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01850175717827528,"gpt":0.2788111156372538,"spread":0.2603093584589785,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003902129,0.001461723,0.001419489,0.002220655,0.002209997,0.004618225,0.001237382,0.00148131,0.1830162],"category_scores_gemma":[0.001035578,0.000630821,0.0008125222,0.003408356,0.001429035,0.005130798,0.001597296,0.004328305,0.09799745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002504776,"about_ca_system_score_gemma":0.001529108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00263209,"about_ca_topic_score_gemma":0.009133527,"domain_scores_codex":[0.999673,0.00005439861,0.00001157655,0.00005384936,0.0001720273,0.00003513837],"domain_scores_gemma":[0.9993991,0.0002028733,0.00002090053,0.00006750441,0.0001788662,0.0001309177],"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":[0.00001759399,0.00007762586,0.00009493285,0.0001654618,0.000005196077,0.00004741998,0.0002269191,0.0002307505,0.000411653,0.1091213,0.8177047,0.07189654],"study_design_scores_gemma":[0.000003350233,0.00001154106,0.0002475578,0.0001043958,0.000003403478,0.00006802227,0.00007099539,0.0001443426,0.0001519318,0.03106831,0.9681219,0.000004278953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000693996,0.01051244,0.006019883,0.005676211,0.005197923,0.00004217553,0.0006116595,0.0003915689,0.9708543],"genre_scores_gemma":[0.003121066,0.003296674,0.001600465,0.001009324,0.001090628,0.00003362252,0.0003027791,0.0002954735,0.9892499],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1830162,"threshold_uncertainty_score":0.61225,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285130938","doi":"10.1007/978-981-19-0957-3_3","title":"The Principle of Inclusion and Exclusion","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Inclusion–exclusion principle; Inclusion (mineral); Inclusion and exclusion criteria; Calculus (dental); Mathematics; Philosophy; Sociology; Medicine; Political science; Gender studies; Law; Alternative medicine; Pathology","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02831790964430503,"gpt":0.2829817857305972,"spread":0.2546638760862922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001804134,0.0007565896,0.0009950025,0.001341032,0.0040293,0.007324484,0.001523892,0.002950375,0.02244763],"category_scores_gemma":[0.003465625,0.0005969694,0.0005636517,0.001526443,0.02325167,0.01108488,0.00323277,0.006049485,0.00763747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684433,"about_ca_system_score_gemma":0.002792823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002182631,"about_ca_topic_score_gemma":0.002279709,"domain_scores_codex":[0.997831,0.0009841674,0.00007614538,0.0003229419,0.0006085333,0.0001771837],"domain_scores_gemma":[0.9982261,0.001082199,0.00007304103,0.0002604069,0.0002702865,0.00008798749],"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":[0.00000186641,0.000002466273,0.000006179213,0.000009851254,5.72366e-7,0.000004487433,0.0002024634,0.00001528886,0.00001895707,0.9939458,0.004081059,0.001711105],"study_design_scores_gemma":[0.000004363284,0.000002505303,0.00002442666,0.000025603,0.000001578504,0.00002753849,0.0001084163,0.00005076801,0.0000592973,0.8761368,0.1235559,0.000002664792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008605956,0.002483717,0.01434962,0.004141798,0.0006939847,0.0000247673,0.000072453,0.00005400644,0.9773189],"genre_scores_gemma":[0.1740089,0.004997326,0.01977213,0.006517287,0.00225542,0.0005566871,0.0002264206,0.0003594588,0.7913063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02244763,"threshold_uncertainty_score":0.07509476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285106094","doi":"10.1007/978-981-19-0957-3_5","title":"Trees","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Advanced Graph Theory Research","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":"Queen's University","funders":"","keywords":"Graph; Computer science; Mathematics; Combinatorics; Forestry; Geography","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02774547025241809,"gpt":0.2815027171356417,"spread":0.2537572468832237,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002437547,0.0005871058,0.000508565,0.001333991,0.001435386,0.003387178,0.0009882824,0.000790309,0.2172524],"category_scores_gemma":[0.001422625,0.0004327358,0.0004715698,0.002348642,0.000906263,0.004336346,0.001398752,0.001766427,0.1129239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009855471,"about_ca_system_score_gemma":0.000832783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600535,"about_ca_topic_score_gemma":0.002552414,"domain_scores_codex":[0.9995942,0.00004864227,0.0000180437,0.0001181674,0.0001711149,0.00004993203],"domain_scores_gemma":[0.9995251,0.0001021995,0.00002366548,0.0001339957,0.0001614437,0.00005354665],"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":[0.00002750475,0.0000220676,0.0001186599,0.0001210949,0.000007612059,0.00005301771,0.0002035684,0.0004180623,0.0009916187,0.6378754,0.237066,0.1230954],"study_design_scores_gemma":[0.000004864482,0.000005522272,0.00006948834,0.00003095693,0.000004786814,0.00009091148,0.00005890288,0.0003717867,0.0004059593,0.1590123,0.8399396,0.000004858163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002898872,0.001569663,0.05806571,0.001833856,0.001029733,0.0001037572,0.005400168,0.002090523,0.9270077],"genre_scores_gemma":[0.03595784,0.002184883,0.03195198,0.001105219,0.000469538,0.0001338826,0.008401618,0.001792506,0.9180024],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2172524,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285152188","doi":"10.1007/978-981-19-0957-3_6","title":"Möbius Inversion and Graph Colouring","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Astronomer; Inversion (geology); German; Graph; Mathematics; Combinatorics; Philosophy; Art; Paleontology; Art history; Geology; Linguistics","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03670835134932236,"gpt":0.2849195490509537,"spread":0.2482111977016314,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001451233,0.0005441705,0.0003459357,0.0008822856,0.0007267902,0.001440417,0.0005646096,0.0004823081,0.02442903],"category_scores_gemma":[0.0006483671,0.0002724495,0.0003589501,0.001017426,0.002437492,0.002291318,0.0007312438,0.002036095,0.004839366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025763,"about_ca_system_score_gemma":0.0004059678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752067,"about_ca_topic_score_gemma":0.002482166,"domain_scores_codex":[0.9998888,0.00002258519,0.000003621879,0.00002440214,0.00004385052,0.00001682894],"domain_scores_gemma":[0.9998654,0.00005759242,0.000007394072,0.0000288358,0.00002908897,0.00001165194],"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":[0.000007396413,0.000004789028,0.00001591019,0.00004067795,0.000001460024,0.00001747525,0.0001602719,0.0003505279,0.0007435814,0.9570764,0.009746312,0.03183521],"study_design_scores_gemma":[0.000003942929,0.00000784418,0.00009146298,0.00002755343,0.000003283562,0.0001319424,0.0001051844,0.001242317,0.00121213,0.8372132,0.1599536,0.000007560988],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01129899,0.004674104,0.1101846,0.001518991,0.00127625,0.00004011707,0.0001051708,0.0005257028,0.8703761],"genre_scores_gemma":[0.2345382,0.00653964,0.06046379,0.0008726424,0.0008397957,0.00008194344,0.0002356177,0.001199423,0.6952289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02442903,"threshold_uncertainty_score":0.08172321,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313011639","doi":"10.1007/978-981-19-0957-3_14","title":"Correction to: Graphs and Matrices","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Graph theory and applications","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":"Queen's University","funders":"","keywords":"Computer science; Information retrieval","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02457864433086237,"gpt":0.280156515639812,"spread":0.2555778713089496,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001948585,0.002002778,0.001853347,0.006287876,0.004476461,0.006284412,0.00273902,0.004524586,0.2221147],"category_scores_gemma":[0.03038736,0.0008634198,0.001045933,0.004970184,0.002960518,0.005018823,0.002283998,0.007078255,0.1238504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004754297,"about_ca_system_score_gemma":0.004911671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01985292,"about_ca_topic_score_gemma":0.02920005,"domain_scores_codex":[0.9971418,0.0005226781,0.0002423307,0.0004558499,0.001411764,0.0002255066],"domain_scores_gemma":[0.9819834,0.002826634,0.0005168543,0.002077627,0.01182104,0.000774551],"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":[0.000007435459,0.000002016411,0.00001174628,0.0000495065,0.000001784994,0.00001435745,0.00001425136,0.00002329993,0.00001068116,0.003147332,0.9929239,0.003793777],"study_design_scores_gemma":[0.000007828329,0.000003793302,0.0001530967,0.00007507233,0.000005948366,0.0000627077,0.0000361222,0.00007797062,0.00007170936,0.003831695,0.995666,0.000008193744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0001840753,0.002330529,0.00203703,0.06935782,0.8596475,0.00004532573,0.002588154,0.001274199,0.0625354],"genre_scores_gemma":[0.008114416,0.004230575,0.003137198,0.03380458,0.1366905,0.0001408148,0.002425954,0.002889435,0.8085665],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2221147,"threshold_uncertainty_score":0.7430476,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285186269","doi":"10.1007/978-981-19-0957-3_11","title":"Edges and Cycles","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Vertex (graph theory); Combinatorics; Graph; Enhanced Data Rates for GSM Evolution; Multiple edges; Mathematics; Computer science; Artificial intelligence","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0302367791759116,"gpt":0.2828326274313007,"spread":0.2525958482553891,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000211477,0.00076085,0.000388262,0.001472231,0.001746599,0.003604881,0.0008650812,0.001095424,0.06693409],"category_scores_gemma":[0.00119327,0.0003773648,0.0003366848,0.002458046,0.002568046,0.005987097,0.001375024,0.001837043,0.01318698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266835,"about_ca_system_score_gemma":0.0006974945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019235,"about_ca_topic_score_gemma":0.003132959,"domain_scores_codex":[0.9997383,0.00007329693,0.000008697243,0.00007480156,0.00007110371,0.00003375695],"domain_scores_gemma":[0.9996927,0.0001233821,0.00001965787,0.00005706036,0.00006990009,0.00003728908],"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":[0.000004487631,0.000005080688,0.00002292077,0.00003649611,0.000001438461,0.00001583696,0.0002113886,0.0001081571,0.000111552,0.9527915,0.02628728,0.0204039],"study_design_scores_gemma":[0.000002341095,0.000004609892,0.00005360505,0.00005663614,0.000003616873,0.00005993572,0.0001963445,0.0001555212,0.0001422896,0.5857849,0.4135368,0.000003437107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002772698,0.00458011,0.01460453,0.001960649,0.0009517667,0.00003632102,0.000210947,0.0001148816,0.9747682],"genre_scores_gemma":[0.06448077,0.007695331,0.01090753,0.001834703,0.0008504768,0.000121625,0.0004898421,0.0003828785,0.9132369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06693409,"threshold_uncertainty_score":0.2239168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4285174338","doi":"10.1007/978-981-19-0957-3_8","title":"Matching Theory","year":2022,"lang":"en","type":"book-chapter","venue":"Texts and readings in mathematics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Combinatorics; Disjoint sets; Pairwise comparison; Matching (statistics); Mathematics; Graph; Discrete mathematics; Statistics","authors":[{"name":"Sebastian M. Cioabă","is_ca":false},{"name":"M. Ram Murty","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02300062573076536,"gpt":0.2791497119249844,"spread":0.2561490861942191,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003881842,0.0007841386,0.0008044932,0.001870336,0.001839591,0.003283415,0.001418351,0.001324994,0.07122367],"category_scores_gemma":[0.001526836,0.000500364,0.0005968858,0.003184551,0.001987138,0.006534698,0.001657552,0.002536655,0.02517938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042426,"about_ca_system_score_gemma":0.0007297199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348831,"about_ca_topic_score_gemma":0.001160053,"domain_scores_codex":[0.9994333,0.0001283877,0.00001917724,0.0001424445,0.0002075755,0.00006912026],"domain_scores_gemma":[0.9997035,0.00009987294,0.00001763003,0.00008957078,0.00006292597,0.00002647712],"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":[0.000005924556,0.00001092038,0.00003071078,0.00003773562,0.000003316546,0.00001136379,0.00007159685,0.000199039,0.0001242667,0.9470853,0.03054572,0.02187409],"study_design_scores_gemma":[0.000002902114,0.000003541294,0.00005428099,0.00001798436,0.00000391486,0.00004368465,0.00004167794,0.0005426381,0.0001475154,0.8782933,0.1208454,0.000003091132],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003102635,0.004237724,0.05736553,0.003121776,0.0005903023,0.00004477324,0.000511292,0.0003526739,0.9306732],"genre_scores_gemma":[0.125319,0.006244961,0.02466758,0.002150068,0.001235104,0.0001632983,0.001526328,0.0005503903,0.8381433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07122367,"threshold_uncertainty_score":0.2382669,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}