{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"57580a5e9c96","filters":{"venue":"Biomath Communications"}},"results":[{"id":"W2898707893","doi":"10.11145/bmc.2018.10.277","title":"The Mackey-Glass models, 40 years later","year":2018,"lang":"en","type":"article","venue":"Biomath Communications","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"","keywords":"Context (archaeology); Perspective (graphical); Citation; Applied mathematics; Computer science; Mathematics; Epistemology; Mathematics education; History; Philosophy; Artificial intelligence; Library science","authors":[{"name":"Marc R. Roussel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02366235500287275,"gpt":0.2712699033040065,"spread":0.2476075483011337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002663476,0.001891008,0.001282824,0.002238527,0.001564709,0.003718278,0.002048382,0.003514239,0.009403848],"category_scores_gemma":[0.00829957,0.0008761428,0.002092759,0.001569462,0.004652166,0.005157039,0.002350573,0.003244029,0.00261896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004417848,"about_ca_system_score_gemma":0.002665337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01666369,"about_ca_topic_score_gemma":0.007263964,"domain_scores_codex":[0.999182,0.0002452802,0.00004054236,0.0002379762,0.0001676615,0.0001265328],"domain_scores_gemma":[0.9980603,0.001073561,0.0001884794,0.0002145473,0.0003003344,0.0001628147],"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":[0.00004186151,0.00001988225,0.0003837717,0.00007538069,0.00003510582,0.00008940962,0.0002963471,0.01395486,0.0003213095,0.9717049,0.006758789,0.006318386],"study_design_scores_gemma":[0.00003754103,0.00004211973,0.0004623948,0.00008927452,0.00004729019,0.0001245276,0.0001109241,0.06669576,0.0004593029,0.8630781,0.06879777,0.00005501261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06666493,0.03961648,0.5981762,0.03593735,0.006778349,0.0004331153,0.002875286,0.000750976,0.2487674],"genre_scores_gemma":[0.7216408,0.02227887,0.0668805,0.00528622,0.003509171,0.0007328026,0.0009120553,0.0004238523,0.1783357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01666369,"threshold_uncertainty_score":0.03313339,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2425827634","doi":"","title":"The Conference Biomath 2016","year":2016,"lang":"en","type":"article","venue":"Biomath Communications","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Bulgarian; Gratitude; Political science; Library science; Multidisciplinary approach; Social science; Sociology; Psychology; Computer science","authors":[{"name":"Roumen Anguelov","is_ca":false},{"name":"Svetoslav Markov","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04526920426064305,"gpt":0.3217361331099121,"spread":0.276466928849269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004038588,0.002732756,0.001561422,0.003434606,0.002484696,0.01232606,0.002968889,0.00325931,0.3760183],"category_scores_gemma":[0.00630455,0.0005700187,0.001764983,0.001758676,0.0008150297,0.005619514,0.007691606,0.004057216,0.3246694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002289741,"about_ca_system_score_gemma":0.003931631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009943277,"about_ca_topic_score_gemma":0.001612548,"domain_scores_codex":[0.9969285,0.0006331458,0.0002193457,0.0005486729,0.001213986,0.0004563174],"domain_scores_gemma":[0.9962085,0.000331249,0.0002485608,0.0003304954,0.001247766,0.001633341],"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":[0.000183765,0.000064853,0.0001655107,0.0004190924,0.00001329688,0.00009109735,0.00005218495,0.0001723535,0.0007743585,0.003510972,0.9251995,0.06935302],"study_design_scores_gemma":[0.00001151437,0.00002442173,0.0001939913,0.0001323327,0.000003772251,0.00008662329,0.00003327046,0.00008645294,0.0001906662,0.00107784,0.9981517,0.000007290751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004923549,0.03836595,0.01695204,0.04667479,0.4251978,0.000864914,0.01456557,0.00773672,0.4447187],"genre_scores_gemma":[0.009912269,0.0174806,0.006750504,0.008520637,0.04536773,0.001274406,0.03200228,0.00362218,0.8750694],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3760183,"threshold_uncertainty_score":0.8900342,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2314380047","doi":"10.11145/cb.v3i1.631","title":"Domain Configuration Defines the Thermodynamic Landscape of Elongation Factor Tu Nucleotide Binding","year":2016,"lang":"en","type":"article","venue":"Biomath Communications","topic":"RNA and protein synthesis mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"","keywords":"GTP'; EF-Tu; Nucleotide; Elongation factor; Chemistry; Ribosome; Transfer RNA; Biophysics; RNA; Biology; Biochemistry; Enzyme","authors":[{"name":"Dylan Girodat","is_ca":true},{"name":"Evan Mercier","is_ca":false},{"name":"Katehrine Gzyl","is_ca":false},{"name":"Hans‐Joachim Wieden","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0205695111605045,"gpt":0.2561927394532413,"spread":0.2356232282927369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002084871,0.0002471412,0.0003019903,0.0003512698,0.0005745302,0.0007790635,0.0004595809,0.0003890521,0.001709169],"category_scores_gemma":[0.0006848312,0.0003641435,0.0001946926,0.0002403773,0.0007633847,0.0006710667,0.0002493321,0.000510578,0.0002090696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007791707,"about_ca_system_score_gemma":0.0005432501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003348,"about_ca_topic_score_gemma":0.002244341,"domain_scores_codex":[0.9999279,0.00001216456,0.000002753434,0.00001944397,0.0000154982,0.00002224083],"domain_scores_gemma":[0.9998311,0.00007928873,0.00002100133,0.00001213823,0.00002289045,0.00003355504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009067202,0.0003245995,0.01941678,0.0002611486,0.0001721518,0.000643132,0.0003617921,0.4187142,0.5240201,0.02006762,0.0009231208,0.01418861],"study_design_scores_gemma":[0.00009085681,0.0002497692,0.01880825,0.00003828106,0.00006519851,0.0001326778,0.000184614,0.9202009,0.0512322,0.006776799,0.002147863,0.00007246804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928796,0.0002050294,0.004929448,0.00005755268,0.000008404768,0.00001026232,0.00009426122,0.00005186145,0.001763657],"genre_scores_gemma":[0.9982737,0.0001674853,0.001133756,0.00001272779,0.000003848656,0.00001974828,0.0001490839,0.00002444457,0.0002151741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002003348,"threshold_uncertainty_score":0.005717695,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1792200629","doi":"10.11145/524","title":"Mathematical Measures of Network Complexity for Cancer Signaling Networks","year":2015,"lang":"en","type":"article","venue":"Biomath Communications","topic":"Computational Drug Discovery Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Betweenness centrality; Correlation; Cancer; Centrality; Wnt signaling pathway; Survival analysis; KEGG; PTEN; Computational biology; Biology; PI3K/AKT/mTOR pathway; Signal transduction; Medicine; Mathematics; Gene; Internal medicine; Transcriptome; Statistics; Genetics","authors":[{"name":"Jack A. Tuszyński","is_ca":true},{"name":"Edward A. Rietman","is_ca":false},{"name":"Giannoula Klement","is_ca":false},{"name":"Peter Hinow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3679732892655218,"gpt":0.4152886713792432,"spread":0.04731538211372144,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00245164,0.0007919254,0.0006622706,0.004492023,0.0005243873,0.001933075,0.0007343769,0.0007597766,0.002106714],"category_scores_gemma":[0.01591388,0.0002550439,0.0008113474,0.002338314,0.00142982,0.003504702,0.001092325,0.001280091,0.0002621658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001887237,"about_ca_system_score_gemma":0.0005399396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014965,"about_ca_topic_score_gemma":0.001106993,"domain_scores_codex":[0.9988594,0.0004362542,0.00008636833,0.0002008758,0.0003469108,0.00007023256],"domain_scores_gemma":[0.9857093,0.01064756,0.002032136,0.0005616929,0.0007147975,0.0003345508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007343588,0.00006490863,0.009067383,0.0003296955,0.00019021,0.0001795305,0.0002839833,0.4851253,0.002666341,0.4644533,0.003517538,0.03404841],"study_design_scores_gemma":[0.000008091303,0.0000396235,0.003481344,0.00003070534,0.00002668596,0.0001450366,0.00004936739,0.7461004,0.0004230059,0.2470578,0.002609691,0.00002828962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1056024,0.002689913,0.8800407,0.001827528,0.0001100406,0.0001323484,0.001591833,0.0002867401,0.007718537],"genre_scores_gemma":[0.8346996,0.002737327,0.1567343,0.0002487232,0.0003291093,0.000532176,0.001689738,0.00009766064,0.002931315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004492023,"threshold_uncertainty_score":0.01369292,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2316761514","doi":"10.11145/bmc.2016.04.167","title":"Using Rapid Kinetics and Molecular Dynamics Simulations to Study Biomolecular Information Processing and Design","year":2016,"lang":"en","type":"article","venue":"Biomath Communications","topic":"RNA and protein synthesis mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Lethbridge","funders":"","keywords":"Translation (biology); Ribosome; Rational design; Synthetic biology; Protein biosynthesis; Ribonucleoprotein; Computational biology; Computer science; RNA; Biomolecule; Messenger RNA; Process (computing); Structural biology; Biology; Biological system; Nanotechnology; Gene; Cell biology; Genetics; Materials science; Programming language","authors":[{"name":"Evelina Ines De Laurentiis","is_ca":false},{"name":"Dylan Girodat","is_ca":false},{"name":"Evan Mercier","is_ca":false},{"name":"Hans‐Joachim Wieden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.040328588427903,"gpt":0.3034562798026958,"spread":0.2631276913747929,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009876827,0.001189498,0.001272499,0.0007437022,0.0009826145,0.001226189,0.001444275,0.001966499,0.00274148],"category_scores_gemma":[0.003682016,0.0006987273,0.0008812068,0.0006723689,0.001229262,0.001385537,0.0009110841,0.001937171,0.000620226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740795,"about_ca_system_score_gemma":0.001722999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007279675,"about_ca_topic_score_gemma":0.00539182,"domain_scores_codex":[0.9995925,0.0001346649,0.00001903143,0.00004706759,0.0001570478,0.0000496551],"domain_scores_gemma":[0.9983788,0.001118239,0.0001258848,0.00008448035,0.0001786661,0.0001140032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006021216,0.00005583407,0.0006688013,0.0001136565,0.00005970445,0.00005584626,0.00003066339,0.9783266,0.00136335,0.01496499,0.0007563245,0.003544054],"study_design_scores_gemma":[0.00002890287,0.00001258445,0.00008116044,0.000008932251,0.000006288485,0.000005907541,0.000006121601,0.9945096,0.0003415205,0.003601292,0.001390829,0.000006880844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3289706,0.01237556,0.5734245,0.005652308,0.00174342,0.0007285575,0.002473152,0.002403998,0.07222795],"genre_scores_gemma":[0.7974132,0.006341424,0.1826547,0.0007125103,0.0003000195,0.002209297,0.001966972,0.0005884442,0.007813452],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007279675,"threshold_uncertainty_score":0.01447457,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}