{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"a22d3681df4a","filters":{"venue":"Lecture notes on mathematical modelling in the life sciences"}},"results":[{"id":"W2550116789","doi":"10.1007/978-3-319-45318-7","title":"Simple Mathematical Models of Gene Regulatory Dynamics","year":2016,"lang":"en","type":"book","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":21,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Simple (philosophy); Gene regulatory network; Computer science; Field (mathematics); Focus (optics); Computational biology; Point (geometry); Gene; Biology; Mathematics; Genetics; Physics; Gene expression; Epistemology","authors":[{"name":"Michael C. Mackey","is_ca":true},{"name":"Moisés Santillán","is_ca":false},{"name":"Marta Tyran‐Kamińska","is_ca":false},{"name":"Eduardo S. Zeron","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02675713632581555,"gpt":0.257800932701153,"spread":0.2310437963753375,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004312531,0.0009058741,0.0008213635,0.0006010526,0.0003494791,0.001529825,0.001598383,0.001346864,0.00517471],"category_scores_gemma":[0.001556573,0.0004285427,0.001026155,0.0007909155,0.001148604,0.001667182,0.000600456,0.001446638,0.001718723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00092312,"about_ca_system_score_gemma":0.0004789956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166108,"about_ca_topic_score_gemma":0.0009950375,"domain_scores_codex":[0.9997845,0.00005327263,0.00001127482,0.00004273014,0.0000843696,0.00002377515],"domain_scores_gemma":[0.9996936,0.0001669767,0.00004046965,0.00003424433,0.00004200303,0.00002275168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001178092,0.00001936549,0.00007885593,0.0000782301,0.00001584363,0.00006657137,0.00009748129,0.1059873,0.001656255,0.8811558,0.002949608,0.007882882],"study_design_scores_gemma":[0.00001268398,0.00001194187,0.00007359555,0.00001457351,0.00000900946,0.00005169079,0.00001224346,0.2108999,0.0002773646,0.7801908,0.008434231,0.00001199311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03040724,0.006564788,0.8584616,0.002614472,0.0005042307,0.00006635485,0.0006496992,0.0005443955,0.1001872],"genre_scores_gemma":[0.6840052,0.01409042,0.1606036,0.0009789584,0.00101127,0.000610629,0.001057846,0.0003907747,0.1372514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00517471,"threshold_uncertainty_score":0.0173111,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W124173175","doi":"10.1007/978-1-4614-4178-6_12","title":"Saturable Fractal Pharmacokinetics and Its Applications","year":2012,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":1,"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":"Fractal; Pharmacokinetics; Mathematics; Pharmacology; Medicine; Mathematical analysis","authors":[{"name":"R. E. Marsh","is_ca":true},{"name":"Jack A. Tuszyński","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04408381733250184,"gpt":0.2742311505301389,"spread":0.230147333197637,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003654531,0.0003499061,0.0006588183,0.000482421,0.0001887989,0.0007027488,0.0005293725,0.0009843149,0.002385012],"category_scores_gemma":[0.0008733697,0.0002223449,0.0005255806,0.0004350967,0.0006219359,0.0007865555,0.000526137,0.001132857,0.0005073504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007710805,"about_ca_system_score_gemma":0.0003522463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005191403,"about_ca_topic_score_gemma":0.0002865001,"domain_scores_codex":[0.9998715,0.00003024954,0.000006120481,0.00003118626,0.00004261368,0.00001831022],"domain_scores_gemma":[0.9996938,0.0001925677,0.00003577673,0.00002945477,0.0000272678,0.00002123361],"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":[0.0003964948,0.0001732663,0.001024475,0.001581443,0.000118179,0.001221402,0.0002564985,0.02905118,0.09910768,0.4810854,0.0192067,0.3667773],"study_design_scores_gemma":[0.0001173749,0.001225516,0.00295513,0.0002686829,0.0001615632,0.007938663,0.000102863,0.1645527,0.07575317,0.425222,0.3215212,0.0001812071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.07932181,0.5057971,0.3167074,0.008696415,0.001772583,0.00007611502,0.000434887,0.0008899287,0.08630369],"genre_scores_gemma":[0.7671335,0.14454,0.04802283,0.001932328,0.001521572,0.0001533323,0.0002497704,0.0001340055,0.03631267],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002385012,"threshold_uncertainty_score":0.007978678,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4237146731","doi":"10.1007/978-3-030-83454-8_2","title":"Meta-Ecosystems","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Ecosystem; Metapopulation; Metacommunity; Ecology; Population; Total human ecosystem; Environmental resource management; Environmental science; Ecosystem services; Computer science; Ecosystem health; Biology; Biological dispersal","authors":[{"name":"Frédéric Guichard","is_ca":true},{"name":"Justin N. Marleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1843797378467437,"gpt":0.2559991529025382,"spread":0.07161941505579444,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003660217,0.0006365172,0.00058232,0.001082182,0.0007530969,0.004111596,0.00103996,0.001175619,0.027559],"category_scores_gemma":[0.000844401,0.0003794634,0.0007443588,0.0008827472,0.001322471,0.003757848,0.002122781,0.00151786,0.006352057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009561963,"about_ca_system_score_gemma":0.0005931618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006394397,"about_ca_topic_score_gemma":0.001102876,"domain_scores_codex":[0.9997427,0.00006179344,0.00001408459,0.00008622988,0.00005864367,0.00003658955],"domain_scores_gemma":[0.999631,0.00006137018,0.00003313724,0.0001490052,0.00005197235,0.00007343649],"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":[0.00001960323,0.00002061879,0.0004667641,0.0001728294,0.0000654425,0.0001553986,0.0001676544,0.004172994,0.001941886,0.9391809,0.0132023,0.04043363],"study_design_scores_gemma":[0.000007339775,0.00001574547,0.0004646654,0.00009046906,0.00002487285,0.000324306,0.0001384682,0.004557277,0.000828778,0.751434,0.2420989,0.0000151006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03074235,0.01490668,0.2131499,0.00578887,0.001903032,0.0001273516,0.002057803,0.001760176,0.7295638],"genre_scores_gemma":[0.5663159,0.01477775,0.1021614,0.00208235,0.00110586,0.0003475569,0.003724692,0.0009319254,0.3085525],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.027559,"threshold_uncertainty_score":0.09219408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240675951","doi":"10.1007/978-3-030-83454-8_5","title":"Conclusions","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Environmental Philosophy and Ethics","field":"Environmental 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":"McGill University","funders":"","keywords":"Medicine","authors":[{"name":"Frédéric Guichard","is_ca":true},{"name":"Justin N. Marleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07477763761334515,"gpt":0.2739076807894968,"spread":0.1991300431761516,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002923277,0.0007802466,0.0005089621,0.00131689,0.001754591,0.00590148,0.001748409,0.00230185,0.3933248],"category_scores_gemma":[0.01431208,0.0002091184,0.001066089,0.001096322,0.000992268,0.003241471,0.002159061,0.002068731,0.1525795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138763,"about_ca_system_score_gemma":0.003632797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049138,"about_ca_topic_score_gemma":0.008404993,"domain_scores_codex":[0.997151,0.0004228881,0.0000969556,0.0007827771,0.001086636,0.0004598474],"domain_scores_gemma":[0.9950621,0.0008114467,0.0002010882,0.0006755066,0.00258625,0.0006636305],"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":[0.0006459273,0.0001368165,0.006298364,0.001003782,0.00009199599,0.0003326037,0.001029072,0.0008087794,0.001725118,0.1273219,0.6058112,0.2547944],"study_design_scores_gemma":[0.0000417116,0.00003439965,0.004321884,0.0004723793,0.00003588762,0.0001606198,0.001331831,0.0002043479,0.001082824,0.02173932,0.9705586,0.00001618088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006565422,0.003400013,0.009252428,0.02915649,0.008656784,0.0002718807,0.007214785,0.001057844,0.9344243],"genre_scores_gemma":[0.1254752,0.003700716,0.008189384,0.03393995,0.002646977,0.0004336397,0.01250728,0.001512635,0.8115943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6066753,"threshold_uncertainty_score":0.8653486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3204904960","doi":"10.1007/978-3-030-83454-8_4","title":"Diversity of Meta-Ecosystems: Spatial Topologies, Species Diversity, Stoichiometries and Non-trophic Fluxes","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Isotope Analysis in Ecology","field":"Environmental 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":"McGill University","funders":"","keywords":"Ecosystem; Trophic level; Ecology; Ecological network; Biodiversity; Environmental science; Biology","authors":[{"name":"Frédéric Guichard","is_ca":true},{"name":"Justin N. Marleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07383826723403032,"gpt":0.2465145643755287,"spread":0.1726762971414983,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004581751,0.0006028992,0.0006676539,0.001474297,0.0003337869,0.002846849,0.0006349501,0.0005760822,0.003306611],"category_scores_gemma":[0.001510075,0.0005151161,0.000507867,0.002648943,0.001123887,0.003625769,0.0007743864,0.001290862,0.0005394781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005699486,"about_ca_system_score_gemma":0.0001826302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002969146,"about_ca_topic_score_gemma":0.0005907766,"domain_scores_codex":[0.9998016,0.00005328959,0.00001113113,0.00004786995,0.00007258617,0.00001364474],"domain_scores_gemma":[0.9991143,0.0006406874,0.00007352645,0.00007191025,0.0000530452,0.00004662598],"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":[0.00004804679,0.00003949128,0.003384209,0.0005102052,0.0001276615,0.0001465121,0.0005553567,0.02318447,0.003061708,0.8273748,0.01026376,0.1313039],"study_design_scores_gemma":[0.000002771471,0.00001450684,0.002956324,0.00005179358,0.00001970642,0.0002974347,0.00009423505,0.01402535,0.0002732639,0.9673014,0.01495113,0.00001214628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2041596,0.1914732,0.3201351,0.006377431,0.001420057,0.00005454131,0.002627474,0.0004988692,0.2732538],"genre_scores_gemma":[0.81872,0.05651902,0.07609019,0.0004411541,0.001516795,0.000133231,0.00131328,0.000230522,0.04503592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003306611,"threshold_uncertainty_score":0.01106167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3203849462","doi":"10.1007/978-3-030-83454-8_1","title":"Introduction: General Ecosystem Dynamics","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental 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":"McGill University","funders":"","keywords":"Ecosystem; Ecology; Population; Ecosystem model; Biomass (ecology); Ecosystem engineer; Environmental resource management; Total human ecosystem; Food web; Ecosystem services; Environmental science; Ecosystem health; Biology","authors":[{"name":"Frédéric Guichard","is_ca":true},{"name":"Justin N. Marleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02693889294078507,"gpt":0.2351500038471084,"spread":0.2082111109063234,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003291442,0.001562056,0.001137692,0.001435321,0.0004864049,0.001485094,0.001184228,0.001258954,0.1398533],"category_scores_gemma":[0.0007727458,0.000461061,0.0008344074,0.0017856,0.0006097732,0.00240483,0.00111283,0.00287535,0.1053762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006536486,"about_ca_system_score_gemma":0.0005533746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065774,"about_ca_topic_score_gemma":0.001720061,"domain_scores_codex":[0.9998529,0.00001780445,0.000007501964,0.00005065842,0.00005634973,0.00001477763],"domain_scores_gemma":[0.9997799,0.00006240307,0.00001114107,0.00004117748,0.00006711083,0.0000384014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001775436,0.00007383076,0.0001392499,0.0004796548,0.00001523741,0.00007896704,0.0001038351,0.001206729,0.0008317868,0.1029661,0.759981,0.1341059],"study_design_scores_gemma":[0.000004136372,0.00001345454,0.0003728176,0.0001584082,0.000005024006,0.0001168095,0.00001524566,0.000249639,0.0000877697,0.06131223,0.9376565,0.000008094253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001296444,0.1028948,0.04509401,0.01078556,0.0251796,0.0001698685,0.005364094,0.00176795,0.8074477],"genre_scores_gemma":[0.01044363,0.05879226,0.01937006,0.006403575,0.01245072,0.0002641001,0.006193927,0.001186948,0.8848948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1398533,"threshold_uncertainty_score":0.4678558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409151212","doi":"10.1007/978-3-031-82396-1_2","title":"Michael Mackey and Data-Driven Models of Chemotherapy-Induced Neutropenia","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Neutropenia and Cancer Infections","field":"Medicine","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 Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Neutropenia; Medicine; Chemotherapy; Computer science; Internal medicine","authors":[{"name":"Morgan Craig","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09853016634630091,"gpt":0.330016270084722,"spread":0.231486103738421,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001377654,0.001363401,0.001379554,0.0006450348,0.0004749724,0.002153405,0.001886945,0.00258932,0.006690354],"category_scores_gemma":[0.00758592,0.0008866278,0.001164564,0.001004827,0.001426898,0.002943568,0.001289306,0.002697491,0.0007985777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400846,"about_ca_system_score_gemma":0.001247831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012964,"about_ca_topic_score_gemma":0.009218028,"domain_scores_codex":[0.9994503,0.0001892217,0.00002761419,0.0001202565,0.0001516098,0.00006107872],"domain_scores_gemma":[0.9978046,0.001690376,0.0001397448,0.00008639239,0.0001947031,0.00008412257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00011809,0.00006250521,0.0006884816,0.0001930518,0.00008617382,0.0001963541,0.0001884325,0.3324362,0.0005825768,0.6296945,0.02166721,0.01408635],"study_design_scores_gemma":[0.00002450922,0.00004001793,0.0002889136,0.00006159866,0.00003182928,0.00006883017,0.00003734673,0.4421978,0.0001830297,0.5417226,0.0152987,0.00004482048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04104315,0.06318846,0.7525855,0.04630829,0.004612856,0.0001282187,0.001790082,0.0005505105,0.08979291],"genre_scores_gemma":[0.7002359,0.034736,0.0708815,0.003437805,0.002462075,0.0003628207,0.0008956489,0.0004162145,0.1865719],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.012964,"threshold_uncertainty_score":0.0257771,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3126899415","doi":"10.1007/978-3-030-54024-1_1","title":"Ecology, Epidemiology and Global Public Health Burden of Tick-Borne Diseases","year":2020,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Viral Infections and Vectors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Tick; Transmission (telecommunications); Abiotic component; Lyme disease; Public health; Biology; Ecology; Basic reproduction number; Tick-borne disease; Epidemiology; Tick-borne encephalitis; Population; Environmental health; Encephalitis; Medicine; Virology; Computer science","authors":[{"name":"Xue Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1432006344698654,"gpt":0.3579957257771827,"spread":0.2147950913073173,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002877322,0.0003788049,0.0003648131,0.0008219449,0.0002211333,0.001225022,0.0003377791,0.0005772367,0.009336195],"category_scores_gemma":[0.001133955,0.0002143101,0.0002091033,0.001426445,0.0006326308,0.001214676,0.0005074581,0.00105629,0.001556002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006355255,"about_ca_system_score_gemma":0.0009672795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004454115,"about_ca_topic_score_gemma":0.006463851,"domain_scores_codex":[0.9998498,0.00004477847,0.000005529827,0.00002272171,0.00005674442,0.00002046547],"domain_scores_gemma":[0.9997275,0.0001577084,0.00003782325,0.000009931216,0.00003729464,0.00002975749],"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":[0.0000904144,0.0001429986,0.008957077,0.0008691525,0.00008473259,0.000302113,0.0005444367,0.006241111,0.001867783,0.1845384,0.2856737,0.5106881],"study_design_scores_gemma":[0.00001705978,0.0001666514,0.05042106,0.001212168,0.00004946658,0.001544542,0.0007323507,0.005521704,0.0003557296,0.2103217,0.7296221,0.00003544267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02638655,0.6536621,0.01012727,0.04570106,0.006230859,0.00005499915,0.001600387,0.0001107307,0.2561261],"genre_scores_gemma":[0.122625,0.5929322,0.005443562,0.004265951,0.007230625,0.00006970202,0.001452738,0.00008233405,0.265898],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009336195,"threshold_uncertainty_score":0.03123271,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2553095237","doi":"10.1007/978-3-319-45318-7_2","title":"General Dynamic Considerations","year":2016,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Operon; Population; Physics; Stereochemistry; Chemistry; Biology; Biochemistry; Gene","authors":[{"name":"Michael C. Mackey","is_ca":true},{"name":"Moisés Santillán","is_ca":false},{"name":"Marta Tyran‐Kamińska","is_ca":false},{"name":"Eduardo S. Zeron","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03183110868580181,"gpt":0.2691898880346501,"spread":0.2373587793488483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000377133,0.0009045923,0.0006602228,0.0007200245,0.00113457,0.002375114,0.001278957,0.00201696,0.04728357],"category_scores_gemma":[0.001726984,0.0003262438,0.0009589713,0.0006129476,0.001448963,0.003409185,0.001242645,0.002165281,0.006974002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467956,"about_ca_system_score_gemma":0.0005625134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002552699,"about_ca_topic_score_gemma":0.001500183,"domain_scores_codex":[0.9996808,0.00006159217,0.000008885693,0.00009965375,0.00007835291,0.00007082066],"domain_scores_gemma":[0.9996958,0.0001021667,0.00002795819,0.00005058467,0.00007852794,0.00004493579],"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":[0.000004053274,0.000006075147,0.00002443442,0.0000173135,0.000002969228,0.00002735244,0.00002733096,0.001064619,0.0001243162,0.9896433,0.006456771,0.002601436],"study_design_scores_gemma":[0.000003883664,0.000005536481,0.00007572515,0.00001956728,0.00000312146,0.00005651494,0.00003014794,0.003210796,0.00006311802,0.9666553,0.02987186,0.000004442387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.009321449,0.007098821,0.1024283,0.01021022,0.001043442,0.00004359486,0.000611857,0.0001456863,0.8690968],"genre_scores_gemma":[0.4551556,0.0101563,0.01818841,0.004840463,0.002366057,0.0002918676,0.0008355881,0.0003685376,0.5077971],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04728357,"threshold_uncertainty_score":0.1581793,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163621618","doi":"10.1007/978-3-030-54024-1_3","title":"Estimating Infection Risk of Tick-Borne Encephalitis","year":2020,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Vector-borne infectious diseases","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"York University","funders":"","keywords":"Tick-borne encephalitis; Transmission (telecommunications); Tick-borne encephalitis virus; Encephalitis; Virology; Virus; Tick; Biology; Geography; Computer science","authors":[{"name":"Xue Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03701631930146292,"gpt":0.2687617272144881,"spread":0.2317454079130252,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009548368,0.0005260597,0.000519141,0.0004889432,0.0001059742,0.0007713495,0.0007441701,0.0005910525,0.003201529],"category_scores_gemma":[0.004659993,0.0003215138,0.0004279995,0.0004019772,0.0002140226,0.000992834,0.0005302027,0.0005542722,0.0004759055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000364589,"about_ca_system_score_gemma":0.0002420537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003003044,"about_ca_topic_score_gemma":0.002100616,"domain_scores_codex":[0.9996986,0.000144066,0.00001268245,0.00004637003,0.00007347213,0.00002481737],"domain_scores_gemma":[0.9982914,0.001514118,0.00006895666,0.0000463699,0.00005507055,0.00002401421],"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":[0.0001011095,0.00003488761,0.007078978,0.0001028263,0.00009719277,0.0001554649,0.00004942043,0.8586204,0.001577249,0.01581191,0.002716689,0.1136539],"study_design_scores_gemma":[0.000005351061,0.00006534961,0.004128626,0.00002856583,0.00002510841,0.0001469026,0.00004286959,0.9547113,0.0008303475,0.03836033,0.001639689,0.00001542794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1772678,0.004427979,0.7926738,0.001017714,0.0002049526,0.00004116292,0.0006809019,0.0004783293,0.02320726],"genre_scores_gemma":[0.8718956,0.004561168,0.1018275,0.0001056115,0.0002479406,0.00005114076,0.001033772,0.0001463814,0.02013087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003201529,"threshold_uncertainty_score":0.01071012,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3204739678","doi":"10.1007/978-3-030-83454-8_3","title":"Nonlinear Meta-Ecosystem Dynamics","year":2021,"lang":"en","type":"book-chapter","venue":"Lecture notes on mathematical modelling in the life sciences","topic":"Ecosystem dynamics and resilience","field":"Environmental 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":"McGill University","funders":"","keywords":"Ecosystem; Nonlinear system; Trophic level; Ecology; Alternative stable state; Ecosystem model; Stability (learning theory); Spatial heterogeneity; Environmental science; Computer science; Physics; Biology","authors":[{"name":"Frédéric Guichard","is_ca":true},{"name":"Justin N. Marleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04387060796044939,"gpt":0.2498739544157559,"spread":0.2060033464553065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000148785,0.0005072015,0.0004000869,0.0003234137,0.0002512934,0.00115421,0.0005346913,0.0006201344,0.00778216],"category_scores_gemma":[0.0004595181,0.0002304876,0.0004368271,0.0002645479,0.0005974714,0.001063325,0.0009985822,0.001007352,0.002269737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603143,"about_ca_system_score_gemma":0.0002520865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007978639,"about_ca_topic_score_gemma":0.0008023886,"domain_scores_codex":[0.9999306,0.00001537751,0.000002771485,0.00001710903,0.00002659006,0.000007549292],"domain_scores_gemma":[0.9999053,0.00002521217,0.0000108918,0.00002444829,0.00002080779,0.00001321771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001709229,0.00002050735,0.0003751776,0.0001583674,0.00005043669,0.0001242137,0.0000922744,0.07161923,0.005657371,0.8775538,0.01243965,0.03189186],"study_design_scores_gemma":[0.00000700685,0.00001802037,0.0006442916,0.00003892908,0.00001327069,0.0001939992,0.00003556164,0.1994359,0.001056854,0.7369851,0.06155408,0.00001711254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04369769,0.01707687,0.4764892,0.003970173,0.00171101,0.00006268536,0.0008539623,0.0006540109,0.4554843],"genre_scores_gemma":[0.5930492,0.01341812,0.04612113,0.0006135214,0.0008773269,0.0002026763,0.000799619,0.0003192946,0.3445991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00778216,"threshold_uncertainty_score":0.02603394,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}