{"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":"0f6772fc0443","filters":{"venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms"}},"results":[{"id":"W3119083152","doi":"","title":"On Lyapunov theorems for descriptor systems","year":2003,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":8,"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":"Mathematics; Lyapunov function; Pure mathematics; Applied mathematics; Physics; Nonlinear system","authors":[{"name":"Guofeng Zhang","is_ca":true},{"name":"Qingling Zhang","is_ca":false},{"name":"Tongwen Chen","is_ca":true},{"name":"Yanping Lin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005242015832349809,"gpt":0.2109242515281756,"spread":0.2056822356958257,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165962,0.001076353,0.0007637808,0.002108628,0.0006991516,0.001763025,0.001047038,0.0007985343,0.004549291],"category_scores_gemma":[0.003929492,0.0003751565,0.0008183569,0.001063421,0.001358917,0.002513065,0.001976697,0.002289614,0.000702412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222702,"about_ca_system_score_gemma":0.0004765329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001670457,"about_ca_topic_score_gemma":0.001028629,"domain_scores_codex":[0.9996933,0.00008845478,0.00001859869,0.00004590405,0.00011295,0.00004080533],"domain_scores_gemma":[0.9983717,0.001132412,0.00008483887,0.0001005532,0.0002468544,0.00006368552],"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":[0.00005139027,0.00003176067,0.00015842,0.0001370198,0.00003006001,0.0001390478,0.000261654,0.02180997,0.002505182,0.950888,0.002945329,0.02104206],"study_design_scores_gemma":[0.00003661745,0.00005175814,0.0001798209,0.00004449041,0.0000179371,0.00007208886,0.00008650566,0.1528663,0.0008664783,0.8361309,0.00962853,0.00001870067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04049323,0.008239529,0.8730122,0.001515222,0.0006875858,0.00007890219,0.0002685489,0.0003959908,0.0753087],"genre_scores_gemma":[0.8705973,0.01017511,0.07121681,0.001124475,0.001081539,0.0003359335,0.0005634268,0.0002759021,0.04462953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004549291,"threshold_uncertainty_score":0.01521891,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2186287730","doi":"","title":"Risk-induced backward bifurcation in HSV-2 transmission dynamics","year":2012,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Bifurcation; HSL and HSV; Transmission (telecommunications); Herpes simplex virus; Population; Dynamics (music); Simplex; Persistence (discontinuity); Basic reproduction number; Virus; Virology; Mathematics; Biology; Computer science; Physics; Demography; Combinatorics; Engineering; Telecommunications; Nonlinear system","authors":[{"name":"C. N. Podder","is_ca":false},{"name":"Abba B. Gumel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00758280803886562,"gpt":0.266356175587672,"spread":0.2587733675488064,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003753407,0.0003564459,0.0004209121,0.0002988495,0.0002948225,0.0006039686,0.0004152399,0.0006166388,0.001508969],"category_scores_gemma":[0.001395071,0.0001446734,0.0005839284,0.0001423175,0.0005778645,0.0004845245,0.0006699204,0.0004333208,0.0001330394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005539152,"about_ca_system_score_gemma":0.0005359854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001893608,"about_ca_topic_score_gemma":0.0006667424,"domain_scores_codex":[0.9998822,0.00004937663,0.000004650714,0.00001506947,0.00003178286,0.00001686062],"domain_scores_gemma":[0.9996935,0.0001521089,0.00007904952,0.00001615075,0.00002957902,0.00002974524],"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":[0.00007922352,0.0000493582,0.002192032,0.00006487747,0.00003874864,0.0004697441,0.0002484763,0.8075466,0.01041115,0.172902,0.0005874479,0.005410304],"study_design_scores_gemma":[0.0000124102,0.00003268742,0.0003040888,0.000005423497,0.000006915965,0.00006787061,0.00002032719,0.9754253,0.0002976654,0.02350864,0.0003117397,0.000006885863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5255323,0.0005664895,0.4534774,0.0007966954,0.00007447461,0.00007111753,0.0001203315,0.0001292386,0.019232],"genre_scores_gemma":[0.9892756,0.0001761011,0.006879642,0.00003698437,0.00001114548,0.00003858848,0.0000228125,0.000008365073,0.00355064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001893608,"threshold_uncertainty_score":0.005048037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2919511282","doi":"","title":"Disease mortality in epidemic models","year":2003,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Zoonotic diseases and public health","field":"Medicine","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 British Columbia","funders":"","keywords":"Disease; Epidemic model; Epidemic disease; Medicine; Virology; Environmental health; Population; Internal medicine","authors":[{"name":"Fred Brauer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01533722747232603,"gpt":0.290902128907046,"spread":0.27556490143472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002139546,0.0007389766,0.001174267,0.001336709,0.0006077164,0.001703363,0.001459186,0.001672482,0.002597674],"category_scores_gemma":[0.0117946,0.0004713278,0.0007964016,0.0008949882,0.001344702,0.002364036,0.001436478,0.001193014,0.0003776359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228989,"about_ca_system_score_gemma":0.0006695502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004744191,"about_ca_topic_score_gemma":0.002086579,"domain_scores_codex":[0.9994019,0.0002907076,0.00002724386,0.0000913758,0.00009083963,0.00009790038],"domain_scores_gemma":[0.9970113,0.001845647,0.0004733301,0.0001513715,0.0003067846,0.000211603],"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":[0.00008174756,0.00007137327,0.00537276,0.0001492633,0.000122626,0.000268266,0.0004159765,0.482869,0.00107531,0.4944043,0.003837328,0.01133209],"study_design_scores_gemma":[0.0000190265,0.00002575783,0.0007924357,0.00001810718,0.00003178394,0.00007315568,0.00007691651,0.8800116,0.0001273091,0.1177378,0.001071239,0.00001484197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5018068,0.005493184,0.4525189,0.00671826,0.0005816115,0.00009698829,0.0005535742,0.0003852754,0.03184542],"genre_scores_gemma":[0.9816813,0.001708245,0.003844473,0.000194285,0.000234069,0.00005185355,0.0001968282,0.0000289884,0.01205992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004744191,"threshold_uncertainty_score":0.01131511,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2738141243","doi":"","title":"Small gain theorems on input-to-output stability (English summary): Engineering applications and computational algorithms (Guelph, ON, 2003)","year":2003,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Stability (learning theory); Algorithm; Computer science; Mathematics; Machine learning","authors":[{"name":"Zhong‐Ping Jiang","is_ca":false},{"name":"Y. Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007454183804536609,"gpt":0.2039659255796113,"spread":0.1965117417750747,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007534272,0.001660423,0.001195264,0.001541352,0.0003371326,0.001606568,0.001229931,0.000882616,0.01186326],"category_scores_gemma":[0.002289964,0.0003445215,0.0005886015,0.00252452,0.001323604,0.002000717,0.0008665766,0.001980276,0.004321771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070811,"about_ca_system_score_gemma":0.0005005589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002412281,"about_ca_topic_score_gemma":0.003315609,"domain_scores_codex":[0.9997587,0.00003673794,0.00002266646,0.00005371118,0.0001102443,0.00001803251],"domain_scores_gemma":[0.9993795,0.000349769,0.00003684092,0.00004245446,0.0001735165,0.00001795586],"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":[0.000119545,0.00006601551,0.0003074549,0.001761219,0.0001223689,0.0002820576,0.0003651674,0.03188496,0.00427785,0.33247,0.2721178,0.3562255],"study_design_scores_gemma":[0.00005728082,0.0002251805,0.002212306,0.0008477037,0.0001811759,0.0006626125,0.0001575465,0.09738689,0.005834199,0.5406333,0.3516939,0.0001079314],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003920429,0.1617316,0.7351034,0.005171055,0.01113612,0.00008728086,0.001017571,0.001066727,0.08076583],"genre_scores_gemma":[0.265937,0.2732534,0.2600609,0.005785132,0.02122686,0.0009875493,0.003709706,0.001379897,0.1676596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01186326,"threshold_uncertainty_score":0.03968656,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3120995917","doi":"","title":"A finite difference non-overlapping non-matching domain decomposition algorithm for heat equation","year":2006,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","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":"Domain decomposition methods; Matching (statistics); Algorithm; Heat equation; Domain (mathematical analysis); Decomposition; Mathematics; Finite difference; Applied mathematics; Computer science; Mathematical analysis; Finite element method; Physics; Chemistry; Statistics; Thermodynamics","authors":[{"name":"Guangrui Li","is_ca":true},{"name":"Yanping Lin","is_ca":true},{"name":"Shijie Liu","is_ca":true},{"name":"Hongxing Rui","is_ca":false},{"name":"Xiaozhong Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005272949140748471,"gpt":0.2419549123959606,"spread":0.2366819632552121,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007501285,0.0004014962,0.0008618154,0.00037494,0.0003685976,0.000669785,0.001198068,0.001096678,0.003337392],"category_scores_gemma":[0.001809584,0.0003745168,0.0005457709,0.0004321157,0.0005574543,0.000902749,0.001053249,0.00129051,0.0008971581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424912,"about_ca_system_score_gemma":0.0009015245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002160815,"about_ca_topic_score_gemma":0.001948394,"domain_scores_codex":[0.9998196,0.00005793236,0.00001263099,0.00003293403,0.00006055692,0.0000164203],"domain_scores_gemma":[0.9994082,0.0003148148,0.00003080777,0.00005055671,0.0001530828,0.00004238561],"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":[0.0003053055,0.0002232854,0.0006242712,0.000276664,0.00006454537,0.00009366162,0.0001504714,0.573504,0.01919735,0.06591142,0.004131599,0.3355175],"study_design_scores_gemma":[0.000008314994,0.00001179899,0.00002482176,0.000003546682,0.000002166693,0.000007649305,0.000003906752,0.9961932,0.000488346,0.002587236,0.0006658917,0.000003133918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003086012,0.00007008943,0.9960493,0.0000455324,0.00004447162,0.00002007749,0.00001683848,0.00008401016,0.000583661],"genre_scores_gemma":[0.0958626,0.000142869,0.8999595,0.00008454738,0.00003629145,0.0001789308,0.0001179939,0.0001213421,0.003495808],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003337392,"threshold_uncertainty_score":0.01116467,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3118976587","doi":"","title":"Backward Euler mixed FEM and regularity of parabolic integrao-differential equations with non-smooth data","year":2006,"lang":"en","type":"article","venue":"Dynamics of Continuous Discrete and Impulsive Systems-series B-applications & Algorithms","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":0,"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":"Backward Euler method; Finite element method; Mathematics; Euler equations; Mathematical analysis; Euler's formula; Parabolic partial differential equation; Partial differential equation; Differential equation; Applied mathematics; Physics; Thermodynamics","authors":[{"name":"Richard E. Ewing","is_ca":false},{"name":"Yanping Lin","is_ca":true},{"name":"Junping Wang","is_ca":false},{"name":"Xiaozhong Yang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01027506675961113,"gpt":0.2538446893615239,"spread":0.2435696226019128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001996653,0.0009102998,0.0009291468,0.001510578,0.000592285,0.001628626,0.001078201,0.001527243,0.001432803],"category_scores_gemma":[0.007087248,0.0007215057,0.0009551425,0.0004575204,0.002280308,0.00222538,0.00307717,0.00194149,0.0001432745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00100773,"about_ca_system_score_gemma":0.001055547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580017,"about_ca_topic_score_gemma":0.001717258,"domain_scores_codex":[0.9995222,0.000215714,0.00003102881,0.00006352973,0.0001241701,0.00004346827],"domain_scores_gemma":[0.9978862,0.001010286,0.0003462587,0.0001554688,0.0003906086,0.0002111103],"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":[0.0003897231,0.0001488854,0.003864335,0.0002704053,0.00008593719,0.0002944659,0.0003459268,0.3667971,0.01500008,0.5916238,0.001106626,0.02007279],"study_design_scores_gemma":[0.000009772419,0.00002527044,0.0002713961,0.00002135201,0.000006167632,0.00004387641,0.00002688737,0.9604563,0.000781144,0.03767886,0.000667879,0.00001113002],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1660874,0.001392879,0.8208654,0.001574762,0.0003569473,0.00006870854,0.0001471835,0.000146817,0.009360005],"genre_scores_gemma":[0.884534,0.0006916915,0.09515277,0.0002358887,0.0001720333,0.00009486469,0.0002394353,0.0001764494,0.01870286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002580017,"threshold_uncertainty_score":0.01055944,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}