{"meta":{"query_hash":"adcafbc14189","filters":{"venue":"Discrete and Continuous Dynamical Systems - S"},"cohort_total":38,"direct_labels_cover":0,"predictions_cover":38,"exported":38,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/adcafbc14189","api":"https://metacan.xera.ac/api/v1/cohort?venue=Discrete+and+Continuous+Dynamical+Systems+-+S"},"results":[{"id":"W1931713849","doi":"10.3934/dcdss.2016039","title":"Characterizations of uniform hyperbolicity and spectra of CMV matrices","year":2016,"lang":"en","type":"preprint","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Topics in Algebra","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Pure mathematics; Unit circle; Equivalence (formal languages); Elementary proof; Class (philosophy); Spectrum (functional analysis); Unit (ring theory); Type (biology); Eigenvalues and eigenvectors; Combinatorics; Physics; Computer science; Quantum mechanics","score_opus":0.01696213976171353,"score_gpt":0.2816606303086396,"score_spread":0.26469849054692607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1931713849","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77851236,0.00042921244,0.17896636,0.00024360651,0.00010325992,0.00004687949,0.00024453385,0.00016319536,0.04129056],"genre_scores_gemma":[0.9909648,0.0001378968,0.00548171,0.00006617629,0.00006568729,0.00002878291,0.00010316722,0.00003295885,0.0031188822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9993001,0.000086803135,0.000048902766,0.00019154626,0.00021305044,0.00015951323],"domain_scores_gemma":[0.99842644,0.00036700672,0.00029453012,0.00023826247,0.00032530422,0.00034840923],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006075502,0.00041280166,0.00035667198,0.0016202696,0.0006715658,0.0018352467,0.00076267426,0.00052670145,0.004490825],"category_scores_gemma":[0.0030309614,0.00027516627,0.0003429776,0.00060235616,0.0023891123,0.002775597,0.0018507668,0.001015078,0.00039043243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039199127,0.000016739066,0.0009336992,0.000025216657,0.000005954143,0.00012471555,0.00035113402,0.001503466,0.0060731797,0.9861816,0.00024717336,0.0044979197],"study_design_scores_gemma":[0.000023618839,0.00007700191,0.0016943167,0.000028672024,0.00001097172,0.00048316774,0.00045303217,0.025399812,0.007696312,0.9611015,0.002995508,0.000036145528],"about_ca_topic_score_codex":0.00035816306,"about_ca_topic_score_gemma":0.00022882214,"teacher_disagreement_score":0.004490825,"about_ca_system_score_codex":0.000565557,"about_ca_system_score_gemma":0.00023553455,"threshold_uncertainty_score":0.015023291},"labels":[],"label_agreement":null},{"id":"W1981594973","doi":"10.3934/dcdss.2011.4.1387","title":"Polynomial identities for ternary intermolecular recombination","year":2011,"lang":"en","type":"preprint","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; American Mathematical Society","keywords":"Ternary operation; Hermite polynomials; Intermolecular force; Mathematics; Lattice reduction; Binary number; Basis (linear algebra); Generalization; Combinatorics; Recombination; Reduction (mathematics); Polynomial; Integer matrix; Discrete mathematics; Pure mathematics; Molecule; Computer science; Physics; Chemistry; Quantum mechanics; Symmetric matrix; Arithmetic; Geometry","score_opus":0.00977116722515101,"score_gpt":0.2604586966801059,"score_spread":0.25068752945495487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981594973","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32891956,0.00082215964,0.5628804,0.0012331983,0.00031509867,0.00009521228,0.00029886336,0.00024228939,0.10519326],"genre_scores_gemma":[0.945338,0.0005517797,0.038733575,0.00018354133,0.00021274219,0.00006952784,0.00018612186,0.0000692293,0.014655538],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9991654,0.00014878249,0.000033955163,0.00010527635,0.0003652101,0.00018144833],"domain_scores_gemma":[0.99916863,0.00027503155,0.000119268174,0.00013440063,0.00020028692,0.00010235012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008801147,0.00033188367,0.00042486942,0.00066612626,0.00096601766,0.0016255691,0.0007731119,0.00060462323,0.006618201],"category_scores_gemma":[0.0024675804,0.00016959549,0.0006037479,0.0006762829,0.0020388665,0.0022580235,0.0015331046,0.0017632061,0.0012656208],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011403319,0.000015954287,0.0000809566,0.000019273932,0.0000013475347,0.000035227888,0.000110919005,0.0027000154,0.0013190934,0.99044925,0.00060022145,0.0046563786],"study_design_scores_gemma":[0.000015479463,0.000018500908,0.00016396846,0.0000072910084,0.0000029169607,0.00010298137,0.00007885133,0.06388144,0.0033465186,0.9290923,0.003270749,0.000018998873],"about_ca_topic_score_codex":0.0010084746,"about_ca_topic_score_gemma":0.0010052329,"teacher_disagreement_score":0.006618201,"about_ca_system_score_codex":0.0010478686,"about_ca_system_score_gemma":0.0010256647,"threshold_uncertainty_score":0.022140086},"labels":[],"label_agreement":null},{"id":"W2314327974","doi":"10.3934/dcdss.2012.5.971","title":"On the asymptotic stability of localized modes in the discrete nonlinear Schrödinger equation","year":2012,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pointwise; Nonlinear system; Exponential stability; Stability (learning theory); Exponent; Mathematics; Nonlinear Schrödinger equation; Mathematical analysis; Schrödinger equation; Mathematical physics; Physics; Quantum mechanics; Computer science","score_opus":0.041597619747960064,"score_gpt":0.2971259929416364,"score_spread":0.25552837319367633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314327974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6577984,0.0017857252,0.30948347,0.0027567346,0.00020741767,0.00006345186,0.0001284374,0.00023539427,0.02754099],"genre_scores_gemma":[0.9841666,0.00074767903,0.008158112,0.00013029398,0.00018339454,0.00006636836,0.00007695077,0.000052695214,0.006417939],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996439,0.00013716437,0.000017885317,0.000048927195,0.00011221624,0.00003988412],"domain_scores_gemma":[0.9976883,0.001295937,0.00023994426,0.00013309455,0.00046261714,0.00018018515],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014237907,0.00070381816,0.0006026105,0.001387545,0.00075545243,0.0010491553,0.00078202796,0.00078268506,0.0018895026],"category_scores_gemma":[0.006445995,0.00024534468,0.00048454554,0.00046181644,0.0027270385,0.0018843136,0.0017791274,0.0015239968,0.00028629834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032505902,0.000114578455,0.0018796868,0.0002447718,0.000059811227,0.0005884047,0.00072219013,0.06927907,0.04441196,0.8652583,0.001641364,0.015474768],"study_design_scores_gemma":[0.000047232203,0.000086198495,0.000985629,0.00004380943,0.00001677379,0.0001495719,0.000105838255,0.7278662,0.002879974,0.26716053,0.0006200434,0.000038289032],"about_ca_topic_score_codex":0.0018426355,"about_ca_topic_score_gemma":0.000801538,"teacher_disagreement_score":0.0018895026,"about_ca_system_score_codex":0.00085725967,"about_ca_system_score_gemma":0.0005456619,"threshold_uncertainty_score":0.007529795},"labels":[],"label_agreement":null},{"id":"W2321560964","doi":"10.3934/dcdss.2014.7.1149","title":"Well-posedness for the BBM-equation in a quarter plane","year":2014,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bounded function; Quarter (Canadian coin); Square-integrable function; Mathematics; Mathematical analysis; Integrable system; Wave equation; Square (algebra); Plane (geometry); Boundary (topology); Geometry; Geography","score_opus":0.019589820323597035,"score_gpt":0.2764156637505274,"score_spread":0.2568258434269304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321560964","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20298243,0.003437944,0.7359498,0.0029426299,0.0005241916,0.00011255118,0.00056483183,0.00012688753,0.05335874],"genre_scores_gemma":[0.8976542,0.0024084712,0.06332567,0.00046045543,0.0003561661,0.0002625328,0.0006379288,0.00012166925,0.034772936],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99962616,0.00013862055,0.000018871868,0.00007031557,0.00009293524,0.00005312691],"domain_scores_gemma":[0.9993524,0.00032874796,0.00011011425,0.00003510007,0.00010761271,0.000066092085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010667716,0.0009592555,0.0008816053,0.00092791487,0.00064438937,0.001790229,0.0008412271,0.0018288376,0.0027345975],"category_scores_gemma":[0.002918521,0.0003284953,0.000637395,0.0004956798,0.0018079352,0.0020426451,0.0019155645,0.0014324576,0.0004994805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025886862,0.000062790175,0.0013784323,0.00038132377,0.00006079718,0.00054726604,0.00028873014,0.10643966,0.025063295,0.8482349,0.0031127208,0.014171289],"study_design_scores_gemma":[0.00004804687,0.00007955264,0.00070376066,0.00006393185,0.000016926208,0.00028794137,0.00016790874,0.7742621,0.0031471937,0.21790516,0.003268747,0.000048783677],"about_ca_topic_score_codex":0.0013311995,"about_ca_topic_score_gemma":0.0005621468,"teacher_disagreement_score":0.0027345975,"about_ca_system_score_codex":0.0007153473,"about_ca_system_score_gemma":0.00066096504,"threshold_uncertainty_score":0.0091481805},"labels":[],"label_agreement":null},{"id":"W2322506057","doi":"10.3934/dcdss.2011.4.1019","title":"Variational approximations of bifurcations of asymmetric solitons in cubic-quintic nonlinear Schrödinger lattices","year":2010,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Nonlinear Photonic Systems","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsche Forschungsgemeinschaft; McMaster University","keywords":"Ansatz; Quintic function; Lattice (music); Nonlinear system; Physics; Variational method; Schrödinger's cat; Nonlinear Schrödinger equation; Mathematical physics; Mathematics; Quantum mechanics","score_opus":0.005596815408770203,"score_gpt":0.2449615224982733,"score_spread":0.23936470708950308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322506057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8709419,0.00026725107,0.11788872,0.0005764932,0.00005779616,0.000058195717,0.00007364159,0.00009200548,0.010044081],"genre_scores_gemma":[0.98032504,0.000111748814,0.01708862,0.00004173009,0.000018392302,0.000057089535,0.000052212534,0.000038306836,0.0022668652],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975353,0.00011284286,0.00001245592,0.000015571964,0.00006215873,0.000043310483],"domain_scores_gemma":[0.9992982,0.00035642844,0.00008403064,0.00007129371,0.00009389461,0.00009617609],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009317447,0.0005162159,0.0005380797,0.00074267667,0.0007447334,0.0012581077,0.0012514163,0.0010043446,0.0012351983],"category_scores_gemma":[0.0023320452,0.0005269314,0.000490823,0.0003867836,0.0019654722,0.0007560156,0.0011080296,0.0010154368,0.0001682273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106563835,0.00009325766,0.0015510205,0.00005822551,0.0000396308,0.00014608465,0.00018648128,0.85942996,0.0055718645,0.13002689,0.00026264088,0.0025273624],"study_design_scores_gemma":[0.000009136537,0.000006977231,0.00007177814,0.0000029315615,0.0000013481074,0.000005842596,0.000015497431,0.9937849,0.00020922293,0.0058306707,0.000057394423,0.0000042809925],"about_ca_topic_score_codex":0.00975792,"about_ca_topic_score_gemma":0.00715848,"teacher_disagreement_score":0.00975792,"about_ca_system_score_codex":0.0018828184,"about_ca_system_score_gemma":0.00087094936,"threshold_uncertainty_score":0.019402206},"labels":[],"label_agreement":null},{"id":"W2553317357","doi":"10.3934/dcdss.2015.8.953","title":"Numerical algorithm for tracking cell dynamics in 4D biomedical images","year":2015,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Eikonal equation; Tracking (education); Backtracking; Parallelizable manifold; Algorithm; Discretization; Computer vision; Computer science; Fast marching method; Tree (set theory); Precomputation; Artificial intelligence; Gradient descent; Mathematics; Computation; Mathematical analysis","score_opus":0.01113548061711082,"score_gpt":0.2662681661653904,"score_spread":0.25513268554827956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2553317357","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0007867856,0.000020408492,0.99870694,0.000027310623,0.000011656366,0.000017036686,0.000015269461,0.00013046153,0.0002841688],"genre_scores_gemma":[0.02404648,0.00008330715,0.9742475,0.000036564044,0.000010942287,0.0002613858,0.00007994475,0.000056361558,0.0011775444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973255,0.000048812595,0.000020291105,0.000040725914,0.00014404523,0.000013545063],"domain_scores_gemma":[0.9995937,0.00015740591,0.00004516017,0.00005639065,0.00012593289,0.000021455346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060964626,0.00041671528,0.00047411342,0.0006140867,0.00045959692,0.0006521875,0.0013114741,0.0011209986,0.0029649904],"category_scores_gemma":[0.0016524782,0.0003393911,0.0005358053,0.00065803924,0.0005257948,0.0006020192,0.0009602706,0.0008023232,0.001231146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008298401,0.000038776085,0.00089508446,0.00020339861,0.00005026006,0.000165223,0.0002053774,0.74364483,0.031086283,0.04339344,0.002654873,0.17757954],"study_design_scores_gemma":[0.0000095625,0.000010973355,0.00007356733,0.000007834753,0.000004039537,0.00003719801,0.00000793719,0.9898974,0.001790826,0.004829081,0.003324454,0.0000071646523],"about_ca_topic_score_codex":0.0028775546,"about_ca_topic_score_gemma":0.0023522715,"teacher_disagreement_score":0.0029649904,"about_ca_system_score_codex":0.0006798876,"about_ca_system_score_gemma":0.0011529805,"threshold_uncertainty_score":0.009918928},"labels":[],"label_agreement":null},{"id":"W2608185405","doi":"10.3934/dcdss.2020005","title":"Generalised Lyapunov-Razumikhin techniques for scalar state-dependent delay differential equations","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; University of Manitoba","funders":"","keywords":"Mathematics; Delay differential equation; Scalar (mathematics); Lyapunov function; Exponential stability; Differential equation; Sawtooth wave; Stability theory; Mathematical analysis; Applied mathematics; State variable; Control theory (sociology); Nonlinear system; Physics; Computer science; Geometry","score_opus":0.006897476824938849,"score_gpt":0.228895842607241,"score_spread":0.22199836578230214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2608185405","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033782693,0.0006684232,0.9924204,0.00010621709,0.00006489646,0.000030915002,0.000033721888,0.000063022955,0.0032341059],"genre_scores_gemma":[0.49469754,0.003699933,0.48577166,0.00027381827,0.00025620562,0.0006578276,0.00020454093,0.0001475182,0.014290968],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99957997,0.00017588015,0.000036550817,0.000044115237,0.00013772392,0.000025683501],"domain_scores_gemma":[0.9991893,0.00036725,0.00014432837,0.00007576995,0.00019265332,0.000030719348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013717448,0.0012388197,0.0007271878,0.0010764172,0.00036310218,0.0006007728,0.0008314874,0.00066095183,0.0016851914],"category_scores_gemma":[0.0026115805,0.00028649656,0.0009999454,0.00064928347,0.0009067528,0.0011702653,0.00160475,0.0018146262,0.0004896022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006006278,0.000025119592,0.00031592796,0.0004797579,0.000069843554,0.00029161628,0.00049490255,0.1658578,0.03231835,0.74346817,0.0017769127,0.05484159],"study_design_scores_gemma":[0.000022301861,0.00013292188,0.0003059296,0.000053804288,0.00003195295,0.00021283518,0.000044226595,0.7141118,0.0050471793,0.26669842,0.013293584,0.00004503631],"about_ca_topic_score_codex":0.0009914219,"about_ca_topic_score_gemma":0.0011025608,"teacher_disagreement_score":0.0016851914,"about_ca_system_score_codex":0.00077148835,"about_ca_system_score_gemma":0.0005284192,"threshold_uncertainty_score":0.007254541},"labels":[],"label_agreement":null},{"id":"W2615985348","doi":"10.3934/dcdss.2018035","title":"Conservation laws and symmetries of time-dependent generalized KdV equations","year":2017,"lang":"en","type":"preprint","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Brock University","funders":"","keywords":"Conservation law; Korteweg–de Vries equation; Homogeneous space; Hamiltonian (control theory); Mathematics; Mathematical physics; Hamiltonian system; Applied mathematics; Physics; Mathematical analysis; Nonlinear system; Mathematical optimization; Quantum mechanics; Geometry","score_opus":0.012187437011591749,"score_gpt":0.26410868686481365,"score_spread":0.2519212498532219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615985348","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62514687,0.002548289,0.28852838,0.0017199392,0.0004999107,0.0001337257,0.00081565813,0.00031531163,0.080291964],"genre_scores_gemma":[0.95628965,0.0012023492,0.0260149,0.00023444663,0.00028388257,0.0001232104,0.0005416813,0.00007257603,0.015237405],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99968123,0.00006054935,0.00002580174,0.0000386391,0.00014165496,0.00005201652],"domain_scores_gemma":[0.999554,0.00008608798,0.00009378054,0.000081489285,0.00012212219,0.00006250277],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00054469664,0.0003392793,0.00051518145,0.0012147345,0.0006537894,0.0017028895,0.0006455243,0.00056445756,0.0019181335],"category_scores_gemma":[0.0010357803,0.00021207861,0.00059087627,0.0005357193,0.0016373963,0.0020283088,0.00080791494,0.00092957093,0.00024844627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075326666,0.000014406932,0.00027480646,0.00002325967,0.00000424839,0.00005540472,0.00007695434,0.0034765524,0.0014544972,0.9904117,0.0006676361,0.0035330197],"study_design_scores_gemma":[0.000018688974,0.0000150940705,0.00067644357,0.000012984866,0.0000034800391,0.00012333416,0.00004633724,0.072785765,0.0006307216,0.9230145,0.0026560803,0.000016481798],"about_ca_topic_score_codex":0.0019960382,"about_ca_topic_score_gemma":0.0010201879,"teacher_disagreement_score":0.0019960382,"about_ca_system_score_codex":0.0008130287,"about_ca_system_score_gemma":0.00070534943,"threshold_uncertainty_score":0.0064167976},"labels":[],"label_agreement":null},{"id":"W2631792052","doi":"10.3934/dcdss.2018027","title":"Some remarks on boundary operators of Bessel extensions","year":2017,"lang":"en","type":"preprint","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Harmonic Analysis Research","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Bessel function; Boundary (topology); Limiting; Type (biology); Logarithm; Class (philosophy); Combinatorics; Physics; Mathematics; Pure mathematics; Mathematical analysis; Computer science","score_opus":0.03491268948114414,"score_gpt":0.35224521365769124,"score_spread":0.3173325241765471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2631792052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5644786,0.006872936,0.13958791,0.014188843,0.0016857156,0.00006983486,0.00017668447,0.00050316384,0.27243635],"genre_scores_gemma":[0.9542299,0.0018546068,0.016897094,0.0013819509,0.0012578546,0.00004782681,0.00010617077,0.00015295867,0.024071664],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9996654,0.000109040026,0.000014228004,0.00006468552,0.00009400016,0.000052649575],"domain_scores_gemma":[0.999331,0.00026190197,0.00007162029,0.00006997256,0.00008365758,0.00018194698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010192979,0.0005508006,0.00056282576,0.0010207279,0.0014684679,0.001746333,0.00096519117,0.0015624438,0.009095607],"category_scores_gemma":[0.0030281835,0.00018551244,0.0006502316,0.00051723426,0.0036385388,0.0046968963,0.0018879169,0.00206256,0.00058833335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014450171,0.000013194172,0.00019792138,0.00003806706,0.0000020416066,0.00017938847,0.00032106027,0.00069505174,0.0010930643,0.9946696,0.00087229244,0.0019038399],"study_design_scores_gemma":[0.000016134329,0.000029296323,0.00040081437,0.000036196387,0.0000026406376,0.0002521495,0.00037773373,0.0080338605,0.00053587754,0.98452455,0.005774254,0.000016509857],"about_ca_topic_score_codex":0.0005652218,"about_ca_topic_score_gemma":0.00028761293,"teacher_disagreement_score":0.009095607,"about_ca_system_score_codex":0.0005654139,"about_ca_system_score_gemma":0.00031121043,"threshold_uncertainty_score":0.030427873},"labels":[],"label_agreement":null},{"id":"W2890364094","doi":"10.3934/dcdss.2019040","title":"Barycentric spectral domain decomposition methods for valuing a class of infinite activity Lévy models","year":2018,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Barycentric coordinate system; Mathematics; Domain decomposition methods; Applied mathematics; Spectral method; Domain (mathematical analysis); Spurious relationship; Mathematical analysis; Algorithm; Mathematical optimization; Geometry; Finite element method; Physics","score_opus":0.021137454029005437,"score_gpt":0.2923653637949273,"score_spread":0.2712279097659218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890364094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037753363,0.00018053157,0.9948998,0.000050233702,0.000024114166,0.000011993383,0.000016658374,0.000045218843,0.0009961353],"genre_scores_gemma":[0.26433212,0.00088522193,0.7291669,0.00010050312,0.00007826489,0.00023679546,0.00019166169,0.00018405102,0.004824502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997365,0.00012625335,0.000012735725,0.00002319765,0.00007117508,0.000030186959],"domain_scores_gemma":[0.9994407,0.00030392755,0.000051896444,0.00004049713,0.00011609933,0.000046882342],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008539916,0.0006841994,0.0007547116,0.0010004124,0.0003513259,0.0010462193,0.0008984409,0.00081750733,0.0020752165],"category_scores_gemma":[0.0016982405,0.00038702996,0.00082315394,0.00076889497,0.00088785274,0.00091780093,0.0011142428,0.0013967461,0.0005290426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046779456,0.000059416514,0.00069027283,0.00013781463,0.000053666063,0.00011293645,0.000103477796,0.6929888,0.0040320414,0.23116654,0.0016375439,0.06897073],"study_design_scores_gemma":[0.0000033571482,0.0000048525985,0.000029911494,0.0000058903493,0.00000202848,0.0000112318285,0.0000065761997,0.98353094,0.00017321114,0.015511052,0.00071715086,0.0000038049743],"about_ca_topic_score_codex":0.0028663464,"about_ca_topic_score_gemma":0.0027576787,"teacher_disagreement_score":0.0028663464,"about_ca_system_score_codex":0.0006864746,"about_ca_system_score_gemma":0.0009835066,"threshold_uncertainty_score":0.006942332},"labels":[],"label_agreement":null},{"id":"W2935709050","doi":"10.3934/dcdss.2020077","title":"Existence of quasiperiodic solutions of elliptic equations on the entire space with a quadratic nonlinearity","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Nonlinear Differential Equations Analysis","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Quasiperiodic function; Order (exchange); Space (punctuation); Quadratic equation; Mathematics; Mathematical physics; Center (category theory); Manifold (fluid mechanics); Mathematical analysis; Combinatorics; Nonlinear system; Physics; Pure mathematics; Geometry; Quantum mechanics; Crystallography","score_opus":0.027228512714218275,"score_gpt":0.26319088466314994,"score_spread":0.23596237194893166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2935709050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8771854,0.00046834658,0.10550263,0.0012096928,0.00012717723,0.000038580194,0.00008681141,0.0000836136,0.015297798],"genre_scores_gemma":[0.98171425,0.00026387887,0.009350356,0.00007528541,0.00007780119,0.000042617914,0.00006179982,0.000027702454,0.008386206],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998727,0.000040272174,0.000006925303,0.000022504459,0.000028527415,0.000029092065],"domain_scores_gemma":[0.99968624,0.00008697624,0.00009174178,0.000020565218,0.00005714626,0.000057267483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038787138,0.00065207935,0.00048104403,0.00053714146,0.00076016266,0.0008925109,0.0004816132,0.0009026307,0.0016270888],"category_scores_gemma":[0.0011606512,0.0003591606,0.00040551752,0.0002664184,0.0011773183,0.0011290718,0.0010174545,0.0007515004,0.00021124812],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028613297,0.00012261863,0.0021828085,0.0003340528,0.000072351264,0.0012160054,0.00075711263,0.0982307,0.061216973,0.8241339,0.002013369,0.009434015],"study_design_scores_gemma":[0.000089528214,0.00020938022,0.0013006239,0.000042465494,0.000029538453,0.00039051025,0.00029871683,0.8349351,0.0059069023,0.15471907,0.002031136,0.00004708694],"about_ca_topic_score_codex":0.00085788144,"about_ca_topic_score_gemma":0.0006850284,"teacher_disagreement_score":0.0016270888,"about_ca_system_score_codex":0.00056604506,"about_ca_system_score_gemma":0.0005058892,"threshold_uncertainty_score":0.0054431558},"labels":[],"label_agreement":null},{"id":"W2938948527","doi":"10.3934/dcdss.2020063","title":"Time-minimum control of quantum purity for 2-level Lindblad equations","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Laser-Matter Interactions and Applications","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"National Science Foundation","keywords":"Optimal control; Dissipative system; Quantum; Lindblad equation; Control theory (sociology); Boundary value problem; Ball (mathematics); Controllability; Hamiltonian (control theory); Trajectory","score_opus":0.008898019362677277,"score_gpt":0.24877362028163805,"score_spread":0.23987560091896076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938948527","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6037176,0.00044325533,0.37971872,0.001012271,0.000058078604,0.00005360779,0.000059036716,0.00013724418,0.014800246],"genre_scores_gemma":[0.9899318,0.000087991946,0.008048203,0.000042543914,0.000008031751,0.000039456412,0.000014202981,0.000020543937,0.0018071546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997973,0.00006797106,0.0000068545164,0.000026091913,0.000047736263,0.000053909396],"domain_scores_gemma":[0.99928916,0.0004148925,0.00012970172,0.00002514874,0.00007092063,0.00007020819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00089633185,0.00048758005,0.0006562912,0.00045348948,0.0006168181,0.0011281917,0.0005678648,0.0007649999,0.0012991106],"category_scores_gemma":[0.0022075274,0.00030886853,0.00041037626,0.00022798569,0.0017897971,0.0008528356,0.0011306539,0.000766872,0.000085622516],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020347336,0.000078556775,0.0006915825,0.00007191663,0.00003510456,0.00012262118,0.0002461023,0.8135479,0.012779023,0.16641036,0.0003720314,0.0054413676],"study_design_scores_gemma":[0.000014415159,0.000025160896,0.00008086237,0.0000036288038,0.000002818471,0.0000040011932,0.000017967728,0.98499423,0.0006030354,0.014131351,0.000116149466,0.0000063839207],"about_ca_topic_score_codex":0.0044857776,"about_ca_topic_score_gemma":0.0024532985,"teacher_disagreement_score":0.0044857776,"about_ca_system_score_codex":0.0015309243,"about_ca_system_score_gemma":0.0008981824,"threshold_uncertainty_score":0.011107743},"labels":[],"label_agreement":null},{"id":"W2949988365","doi":"10.3934/dcdss.2020131","title":"Stability analysis of an equation with two delays and application to the production of platelets","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal; Université de Montréal","funders":"Agence Nationale de la Recherche","keywords":"Hopf bifurcation; Mathematics; Stability (learning theory); Differential equation; Population; Torus; Bifurcation; Parameter space; Center manifold; Mathematical analysis; Phase space; Steady state (chemistry); Production (economics); Nonlinear system; Characteristic equation; Manifold (fluid mechanics); Applied mathematics; Physics; Chemistry; Statistics; Thermodynamics; Geometry; Demography; Computer science; Quantum mechanics","score_opus":0.010362961897077926,"score_gpt":0.26276128978145763,"score_spread":0.2523983278843797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949988365","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3855626,0.0010042347,0.6032993,0.0007899893,0.00010261692,0.00008263529,0.000120555225,0.00012705986,0.008910965],"genre_scores_gemma":[0.9802356,0.00040453515,0.014860489,0.000038265476,0.00004091423,0.00010026583,0.000047759917,0.000020130768,0.004252001],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99982065,0.0000539121,0.000008607159,0.000042454656,0.000045816258,0.000028618031],"domain_scores_gemma":[0.9992669,0.00038943597,0.00017256611,0.000019207248,0.000104515326,0.0000473299],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005192759,0.0005593744,0.0006266981,0.00068774563,0.0004080624,0.00067038595,0.0005245123,0.0007356384,0.0010210187],"category_scores_gemma":[0.0018542433,0.00018624477,0.0008116358,0.0003327267,0.0008360588,0.00042510865,0.000932043,0.00060643477,0.000112695125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000115081646,0.000048137925,0.0024461977,0.000116755,0.000098001714,0.00056742766,0.00031803834,0.86966765,0.03855476,0.081792034,0.0003835351,0.0058924505],"study_design_scores_gemma":[0.000008946013,0.00003555105,0.00027016617,0.000004283266,0.000013611751,0.00003924443,0.000019850779,0.9938577,0.00085557887,0.004584548,0.00030201912,0.000008479202],"about_ca_topic_score_codex":0.00468136,"about_ca_topic_score_gemma":0.0013065484,"teacher_disagreement_score":0.00468136,"about_ca_system_score_codex":0.0010835367,"about_ca_system_score_gemma":0.0007054194,"threshold_uncertainty_score":0.009308219},"labels":[],"label_agreement":null},{"id":"W2963878863","doi":"10.3934/dcdss.2019133","title":"A Leslie-Gower predator-prey model with a free boundary","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Boundary (topology); Predation; Predator; Domain (mathematical analysis); Mathematics; Wavefront; Line (geometry); Boundary value problem; Mathematical analysis; Applied mathematics; Front (military); Mathematical optimization; Statistical physics; Geometry; Physics; Ecology; Meteorology; Biology; Optics","score_opus":0.008115451626188113,"score_gpt":0.23724592166203073,"score_spread":0.2291304700358426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963878863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8271823,0.0011698767,0.12827191,0.0027774423,0.00016042287,0.00007554916,0.0001829829,0.00011351182,0.040065967],"genre_scores_gemma":[0.9801824,0.00032802214,0.007298862,0.0001382645,0.00004683478,0.000060334423,0.000054495402,0.0000101590695,0.011880571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99980456,0.00006199844,0.000010476465,0.000050306222,0.000040331386,0.000032372398],"domain_scores_gemma":[0.9996457,0.0001174289,0.000087744505,0.000024592355,0.000038343995,0.00008614524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030106638,0.0005679498,0.00096454984,0.00069315906,0.0007901746,0.0014108388,0.0013118152,0.002483383,0.0021512369],"category_scores_gemma":[0.0013739766,0.00031639347,0.0005403679,0.00045493085,0.0013542423,0.0019506048,0.0015223426,0.0010331991,0.00035433433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003353413,0.00032831656,0.008530564,0.00027949517,0.00017198316,0.0074699777,0.00092242745,0.53687173,0.020507013,0.4141497,0.0022848605,0.008148619],"study_design_scores_gemma":[0.0001068134,0.00010502582,0.0010089005,0.00003779217,0.000047725604,0.00067174167,0.00030893247,0.93404615,0.0006096809,0.061265625,0.0017539504,0.00003756156],"about_ca_topic_score_codex":0.005560301,"about_ca_topic_score_gemma":0.0026218162,"teacher_disagreement_score":0.005560301,"about_ca_system_score_codex":0.00073141133,"about_ca_system_score_gemma":0.0005819621,"threshold_uncertainty_score":0.011055887},"labels":[],"label_agreement":null},{"id":"W2982373785","doi":"10.3934/dcdss.2020117","title":"Dynamical stabilization and traveling waves in integrodifference equations","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Traveling wave; Physics; Dynamical systems theory; Mechanics; Classical mechanics; Mathematical analysis; Mathematics","score_opus":0.01355145063804636,"score_gpt":0.26390870782850434,"score_spread":0.250357257190458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982373785","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38366252,0.0016495552,0.5791802,0.0029063986,0.00015916572,0.000099660094,0.00016270265,0.00015944162,0.032020263],"genre_scores_gemma":[0.98206687,0.0004322866,0.011363912,0.0001252869,0.00007771129,0.000062214276,0.000058037444,0.000019634685,0.0057939286],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966896,0.00010981926,0.000020708334,0.000051543604,0.00009357976,0.00005539143],"domain_scores_gemma":[0.9983504,0.0008329842,0.00033756974,0.00006263349,0.00029561188,0.00012092441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009867577,0.00047632243,0.00043292582,0.0010902337,0.0005826992,0.001267064,0.0006113164,0.0008759709,0.0016848816],"category_scores_gemma":[0.0046501504,0.00021208487,0.00058557256,0.00041744843,0.0016278736,0.0012338713,0.0009503736,0.0010585116,0.0001510922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005142904,0.00003800938,0.0026082753,0.000063703104,0.000035976813,0.00040544226,0.0004001457,0.101849355,0.009494637,0.8767403,0.0008370781,0.0074757067],"study_design_scores_gemma":[0.000024062801,0.000025743999,0.00056571997,0.0000148166055,0.000009204771,0.00007406989,0.0000757878,0.7959025,0.00087170524,0.20169108,0.00072954065,0.000015643813],"about_ca_topic_score_codex":0.003662532,"about_ca_topic_score_gemma":0.0013492659,"teacher_disagreement_score":0.003662532,"about_ca_system_score_codex":0.0012180493,"about_ca_system_score_gemma":0.00062669604,"threshold_uncertainty_score":0.00883764},"labels":[],"label_agreement":null},{"id":"W2990444442","doi":"10.3934/dcdss.2020130","title":"Bogdanov-Takens bifurcation in predator-prey systems","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Bogdanov–Takens bifurcation; Transcritical bifurcation; Saddle-node bifurcation; Biological applications of bifurcation theory; Codimension; Mathematics; Homoclinic bifurcation; Bifurcation; Bifurcation diagram; Bifurcation theory; Pitchfork bifurcation; Dynamical systems theory; Mathematical analysis; Physics; Nonlinear system","score_opus":0.009719767831729004,"score_gpt":0.25330176940042104,"score_spread":0.24358200156869203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990444442","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7147092,0.0032137185,0.24406976,0.0014503368,0.00026365218,0.00008874159,0.0001103728,0.00019610119,0.035898063],"genre_scores_gemma":[0.99050444,0.00034517044,0.0075499546,0.00005456881,0.0000318763,0.00002741789,0.000018351568,0.000008037217,0.0014601073],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996138,0.00015374071,0.000026069465,0.000041182033,0.00011036639,0.000054833366],"domain_scores_gemma":[0.999741,0.000104830906,0.0000553137,0.00001883771,0.000037457725,0.000042625958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00077213155,0.00036837117,0.00095231197,0.0010337963,0.0012707314,0.0011574306,0.00038623,0.001056934,0.00093090616],"category_scores_gemma":[0.0014811787,0.00021991982,0.00080722896,0.00033383336,0.0014770854,0.00106406,0.0015431115,0.0005679755,0.0001352978],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008327365,0.000049783615,0.0050229826,0.00017848152,0.00011869018,0.0010856265,0.00066004327,0.13982348,0.0109641645,0.8318683,0.0010203684,0.009124799],"study_design_scores_gemma":[0.000028124863,0.000050003855,0.0020883589,0.00003554587,0.000020489197,0.00042479852,0.00017564617,0.5554923,0.0011189438,0.43914086,0.0013858958,0.00003916129],"about_ca_topic_score_codex":0.0023526452,"about_ca_topic_score_gemma":0.0011424964,"teacher_disagreement_score":0.0023526452,"about_ca_system_score_codex":0.0009362234,"about_ca_system_score_gemma":0.0006103171,"threshold_uncertainty_score":0.0067928433},"labels":[],"label_agreement":null},{"id":"W2991339567","doi":"10.3934/dcdss.2020134","title":"Dirichlet problem for a diffusive logistic population model with two delays","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Uniqueness; Mathematics; Steady state (chemistry); Stability (learning theory); Hopf bifurcation; Constant (computer programming); Dirichlet boundary condition; Bifurcation; Population; Dirichlet distribution; Boundary value problem; Applied mathematics; Mathematical analysis; Population model; Logistic function; Nonlinear system; Physics; Computer science; Statistics","score_opus":0.014106783285142418,"score_gpt":0.2785086435230647,"score_spread":0.2644018602379223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991339567","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31661615,0.0041226763,0.6173333,0.013792135,0.0008709194,0.0002755704,0.0007292817,0.00012260416,0.04613737],"genre_scores_gemma":[0.9308179,0.0011973253,0.027374266,0.00061317434,0.00038213382,0.00035528713,0.0002678395,0.000066659275,0.038925402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999238,0.00031841715,0.000036482394,0.00017996815,0.00008876918,0.00013836959],"domain_scores_gemma":[0.9975865,0.0016111017,0.00031042064,0.00005129427,0.00018209487,0.00025867918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015291797,0.0012207715,0.0015325017,0.0014584283,0.0012039577,0.002477206,0.0015307683,0.004114628,0.004117787],"category_scores_gemma":[0.005662748,0.0010501822,0.0012513406,0.0006436819,0.0031280736,0.0029040664,0.0026832828,0.0021346128,0.00027268316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021257377,0.00012495615,0.0039732195,0.00029407642,0.00014421096,0.0019478119,0.00043507962,0.59692186,0.0037265476,0.38496748,0.0025497663,0.00470241],"study_design_scores_gemma":[0.000082370156,0.000027808721,0.00030612515,0.000024459729,0.000024055702,0.00014534505,0.0001532787,0.94887453,0.00032027502,0.04890885,0.0010952267,0.00003762896],"about_ca_topic_score_codex":0.010525748,"about_ca_topic_score_gemma":0.0045234174,"teacher_disagreement_score":0.010525748,"about_ca_system_score_codex":0.0023612764,"about_ca_system_score_gemma":0.0017159104,"threshold_uncertainty_score":0.020928979},"labels":[],"label_agreement":null},{"id":"W2993787754","doi":"10.3934/dcdss.2020163","title":"Pest control by generalist parasitoids: A bifurcation theory approach","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Homoclinic orbit; Bogdanov–Takens bifurcation; Mathematics; Hopf bifurcation; Codimension; Homoclinic bifurcation; Bifurcation; Generalist and specialist species; Bifurcation diagram; Transcritical bifurcation; Applied mathematics; Pure mathematics; Physics; Ecology; Biology; Habitat","score_opus":0.003671737307363922,"score_gpt":0.18191643551816908,"score_spread":0.17824469821080516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2993787754","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2028622,0.0049504517,0.75734735,0.0015991711,0.00015852296,0.00008423853,0.0001301456,0.0001802497,0.032687657],"genre_scores_gemma":[0.9596713,0.002061307,0.03434106,0.00012388667,0.00009556599,0.000077187084,0.000036953337,0.00002404939,0.0035686537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99989426,0.00004611584,0.000005065943,0.000013524959,0.00002591272,0.000015061371],"domain_scores_gemma":[0.99983346,0.000095675096,0.000024372299,0.000011343946,0.000021771062,0.000013322632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033727757,0.0005006999,0.0008077241,0.0011250189,0.0004370431,0.000788666,0.00055268675,0.0008514422,0.0016478538],"category_scores_gemma":[0.00061464414,0.00025005345,0.0010724462,0.00033835147,0.0006646037,0.0007945384,0.0006961699,0.00055734115,0.00017587196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035640885,0.00004331917,0.0014277949,0.00019525619,0.00011743465,0.00023882462,0.00017547897,0.7324777,0.008650806,0.24524887,0.0006966717,0.01069218],"study_design_scores_gemma":[0.0000121123285,0.000022870912,0.00029442282,0.000014550232,0.000012746733,0.00004929942,0.000028612016,0.9489193,0.00023108785,0.049735423,0.00067068887,0.000008831391],"about_ca_topic_score_codex":0.0021999937,"about_ca_topic_score_gemma":0.0011880356,"teacher_disagreement_score":0.0021999937,"about_ca_system_score_codex":0.00090117025,"about_ca_system_score_gemma":0.00040840328,"threshold_uncertainty_score":0.0065385103},"labels":[],"label_agreement":null},{"id":"W2994752291","doi":"10.3934/dcdss.2020195","title":"Delay-induced instabilities of stationary solutions in a single species nonlocal hyperbolic-parabolic population model","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Memorial University of Newfoundland","funders":"","keywords":"Biological dispersal; Monotonic function; Hopf bifurcation; Population; Stability (learning theory); Population model; Traveling wave; Mathematics; Dynamics (music); Bifurcation; Work (physics); Mathematical analysis; Applied mathematics; Statistical physics; Physics; Nonlinear system; Thermodynamics; Computer science; Quantum mechanics","score_opus":0.02533526390321563,"score_gpt":0.25845441826259685,"score_spread":0.23311915435938121,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994752291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8472664,0.00038452793,0.14550517,0.00057817565,0.000043017448,0.000037011883,0.00010244856,0.00005874228,0.0060244584],"genre_scores_gemma":[0.9934782,0.00019776408,0.0038068763,0.000024224424,0.000009026705,0.000024825178,0.00002043887,0.000006499609,0.0024320977],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999936,0.000019558973,0.0000047553326,0.000015704927,0.000013014032,0.000010969109],"domain_scores_gemma":[0.99978966,0.00006434394,0.00008322415,0.000014219939,0.000024794288,0.000023818027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024073281,0.00031665692,0.0003672549,0.00022433807,0.00025875555,0.00055124494,0.0006064683,0.0006490051,0.0009812074],"category_scores_gemma":[0.0007913618,0.00018429452,0.00047809805,0.00019726194,0.00063348305,0.00067624426,0.0006753564,0.0004320916,0.00011596876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011383918,0.00006616362,0.0056643263,0.00018983558,0.00007979912,0.0012685983,0.0006157317,0.7970149,0.061552122,0.12638679,0.0005264683,0.0065213684],"study_design_scores_gemma":[0.000023200875,0.000050968498,0.0005880644,0.000005696854,0.000018748617,0.00010507974,0.00007846554,0.98553294,0.0015026183,0.0117039215,0.00037825585,0.000012101208],"about_ca_topic_score_codex":0.0023764386,"about_ca_topic_score_gemma":0.0010762956,"teacher_disagreement_score":0.0023764386,"about_ca_system_score_codex":0.00049614895,"about_ca_system_score_gemma":0.0004969285,"threshold_uncertainty_score":0.004725218},"labels":[],"label_agreement":null},{"id":"W2995690442","doi":"10.3934/dcdss.2020196","title":"Pseudospectral discretization of delay differential equations in <i>sun-star</i> formulation: Results and conjectures","year":2019,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Numerical methods for differential equations","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Discretization; Gauss pseudospectral method; Mathematics; Ordinary differential equation; Formalism (music); Infimum and supremum; Differential equation; Mathematical analysis; Delay differential equation; Differential operator; Pseudospectral optimal control; Pseudo-spectral method; Applied mathematics; Fourier transform","score_opus":0.015229824655898776,"score_gpt":0.278265245918302,"score_spread":0.2630354212624032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995690442","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12985602,0.0017625896,0.84337753,0.0015460902,0.00036131017,0.00004000535,0.00007781562,0.00012434793,0.022854324],"genre_scores_gemma":[0.8903673,0.0013597709,0.09387884,0.00042622228,0.00023183474,0.00009667545,0.00011451789,0.00009878256,0.013426052],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978894,0.00008510617,0.000010448943,0.000028286851,0.00007030046,0.000016820251],"domain_scores_gemma":[0.99948114,0.00022770991,0.000082249564,0.00006507214,0.00009659302,0.000047224654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060180237,0.00046301342,0.0004123926,0.00042918063,0.0004055483,0.00094879395,0.0005880091,0.00077748083,0.0016041197],"category_scores_gemma":[0.0017788488,0.00018453524,0.0005258354,0.00027358808,0.0014150032,0.0017298071,0.00093571516,0.0011133787,0.00022505126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003698542,0.000027052198,0.00038997558,0.00009623977,0.000014716821,0.00008701582,0.0001334738,0.07110153,0.006983281,0.91613877,0.0005771845,0.004413679],"study_design_scores_gemma":[0.000009005933,0.000026969645,0.0001369953,0.000017718325,0.0000048863367,0.000048216854,0.000035388577,0.81049323,0.001231095,0.18601997,0.0019677512,0.000008874736],"about_ca_topic_score_codex":0.0012796914,"about_ca_topic_score_gemma":0.00082722266,"teacher_disagreement_score":0.0016041197,"about_ca_system_score_codex":0.0007380462,"about_ca_system_score_gemma":0.00046634968,"threshold_uncertainty_score":0.005366266},"labels":[],"label_agreement":null},{"id":"W3025409544","doi":"10.3934/dcdss.2020353","title":"A doubly splitting scheme for the Caginalp system with singular potentials and dynamic boundary conditions","year":2020,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Solidification and crystal growth phenomena","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Agence Universitaire de la Francophonie","keywords":"Monotonic function; Scheme (mathematics); Mathematics; Boundary (topology); Operator (biology); Regular polygon; Operator splitting; Energy (signal processing); Singular solution; Field (mathematics); Boundary value problem; Applied mathematics; Mathematical analysis; Pure mathematics; Geometry","score_opus":0.01058297888699237,"score_gpt":0.236571184663151,"score_spread":0.22598820577615863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025409544","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07995253,0.00019692777,0.906794,0.00045922358,0.00013144515,0.00012207878,0.000101198755,0.00015845547,0.012084135],"genre_scores_gemma":[0.55034554,0.00017299074,0.43986288,0.0001069768,0.00003692685,0.0002541449,0.00014830532,0.00011081315,0.008961407],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99988544,0.00003165486,0.000007673506,0.000014757692,0.000047139256,0.000013466538],"domain_scores_gemma":[0.9998503,0.000041946718,0.000016278826,0.000029448316,0.0000287906,0.000033165947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004383363,0.00027898955,0.00039814075,0.0002823728,0.0005150869,0.00055778516,0.00093346764,0.00079944346,0.0032116857],"category_scores_gemma":[0.0006958303,0.00018701279,0.0003868778,0.00017445216,0.001037176,0.00074682134,0.0014610146,0.00095200894,0.0003341693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009674671,0.00006088358,0.0004129661,0.00012264667,0.000016376127,0.00015591383,0.00030447482,0.26483208,0.02493192,0.67577475,0.0014737046,0.031817507],"study_design_scores_gemma":[0.000023048757,0.000034052162,0.00004521921,0.000008952622,0.0000022293896,0.00002555536,0.00002008677,0.95594615,0.0013225467,0.0403174,0.002245654,0.000009107735],"about_ca_topic_score_codex":0.0015854094,"about_ca_topic_score_gemma":0.0014842439,"teacher_disagreement_score":0.0032116857,"about_ca_system_score_codex":0.00067920756,"about_ca_system_score_gemma":0.0006842163,"threshold_uncertainty_score":0.010744154},"labels":[],"label_agreement":null},{"id":"W3035596171","doi":"10.3934/dcdss.2020389","title":"Segmentation of color images using mean curvature flow and parametric curves","year":2020,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Artificial intelligence; Parametric statistics; Segmentation; Computer vision; Image segmentation; Parametric equation; Curvature; Intersection (aeronautics); Mathematics; Mean curvature flow; Scale-space segmentation; Computer science; Pattern recognition (psychology); Mean curvature; Geometry; Statistics; Geography","score_opus":0.015256154679259573,"score_gpt":0.26315132338860653,"score_spread":0.24789516870934697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3035596171","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01670654,0.00016493833,0.9819518,0.00006717717,0.000013068586,0.000034852255,0.00003528424,0.00044291758,0.00058354856],"genre_scores_gemma":[0.2432362,0.0003444127,0.7546077,0.00003015491,0.00003126465,0.00005623973,0.00014052058,0.00017017803,0.001383399],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996842,0.00006635419,0.000018602668,0.000092431495,0.000105059335,0.000033357537],"domain_scores_gemma":[0.99963534,0.00013747803,0.000053389274,0.000042265743,0.00010922252,0.000022204953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005176076,0.0005366008,0.0004839918,0.002831517,0.0003287967,0.0010538257,0.0005031245,0.00069053425,0.0010089215],"category_scores_gemma":[0.0014711245,0.00038788986,0.0007062006,0.0012762035,0.00081522844,0.0009908953,0.0006036297,0.0004905431,0.0003742488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021236669,0.0000508316,0.0018063689,0.00018249334,0.00006634213,0.00019242003,0.00039459183,0.17842387,0.14132643,0.03533442,0.0018821242,0.6401277],"study_design_scores_gemma":[0.000008410394,0.000048660197,0.0016742634,0.000015573765,0.000014346596,0.0001981707,0.000039057344,0.9593481,0.025356203,0.010085494,0.0031788468,0.00003279349],"about_ca_topic_score_codex":0.0037815284,"about_ca_topic_score_gemma":0.002531387,"teacher_disagreement_score":0.0037815284,"about_ca_system_score_codex":0.0009080553,"about_ca_system_score_gemma":0.0007572146,"threshold_uncertainty_score":0.0075190067},"labels":[],"label_agreement":null},{"id":"W3043632056","doi":"10.3934/dcdss.2020417","title":"Preface: Recent advances in bifurcation theory and application","year":2020,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bifurcation; Computer science; Physics; Quantum mechanics; Nonlinear system","score_opus":0.018137273927316414,"score_gpt":0.315747345517018,"score_spread":0.2976100715897016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3043632056","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010675704,0.15991597,0.01688504,0.05654297,0.7152046,0.000089612426,0.00084924407,0.00029535024,0.049149647],"genre_scores_gemma":[0.017617421,0.1344602,0.009885938,0.02063586,0.6629495,0.00014030703,0.0015464434,0.00045384408,0.15231048],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994112,0.000107195694,0.000055325097,0.00011067516,0.00027936065,0.00003629658],"domain_scores_gemma":[0.9945146,0.001599306,0.00024911718,0.00031154498,0.0027017994,0.0006237187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017071911,0.00096276967,0.00071698223,0.002444668,0.0011923919,0.0022732865,0.0014403366,0.0017904412,0.04019682],"category_scores_gemma":[0.008614448,0.00019713558,0.00045409056,0.0024414826,0.0008638346,0.0028627396,0.0012654503,0.0039189314,0.02161985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002651481,0.000025705236,0.00010876734,0.00061657187,0.000006669043,0.000038974136,0.00004939424,0.00029216195,0.0004891535,0.010181377,0.89482045,0.09334414],"study_design_scores_gemma":[0.000008026731,0.000040930292,0.0006617101,0.00038841745,0.000010060367,0.00013811419,0.000057850248,0.00055429776,0.00034457527,0.017618505,0.9801604,0.000017103437],"about_ca_topic_score_codex":0.0012679169,"about_ca_topic_score_gemma":0.001584848,"teacher_disagreement_score":0.04019682,"about_ca_system_score_codex":0.0011445408,"about_ca_system_score_gemma":0.0012320786,"threshold_uncertainty_score":0.13447171},"labels":[],"label_agreement":null},{"id":"W3181345309","doi":"10.3934/dcdss.2022074","title":"Spreading speeds of a parabolic-parabolic chemotaxis model with logistic source on $ \\mathbb{R}^{N} $","year":2022,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nabla symbol; Combinatorics; Mathematics; Arithmetic; Physics; Omega; Quantum mechanics","score_opus":0.02726561355050015,"score_gpt":0.27309638215409626,"score_spread":0.24583076860359612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3181345309","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5556351,0.002768256,0.27725178,0.0079568345,0.0012480209,0.00045438373,0.0040811123,0.001433132,0.14917135],"genre_scores_gemma":[0.87753516,0.0011870925,0.020397639,0.00080501,0.00017151506,0.0003659504,0.0021120002,0.00033146705,0.09709408],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997211,0.000045729194,0.000011626083,0.00007619458,0.00006340998,0.00008184649],"domain_scores_gemma":[0.99886835,0.00044267246,0.00016314232,0.000054227818,0.00023437556,0.00023731908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043812033,0.0012151957,0.0010267831,0.0013493861,0.0011155487,0.002178899,0.0021339038,0.0027024918,0.012548205],"category_scores_gemma":[0.0030031921,0.0005306653,0.0013947729,0.0007966844,0.0011973503,0.0016506708,0.0013340451,0.0018919889,0.0022020903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029571136,0.00019258076,0.0024315938,0.00040734562,0.00008982027,0.00068440737,0.00027070785,0.66244113,0.019146273,0.2799792,0.022057183,0.012004047],"study_design_scores_gemma":[0.00003889196,0.000027549562,0.0004122246,0.000017422546,0.000018238869,0.00008823909,0.000056267923,0.98094004,0.0012709684,0.01571567,0.0013597731,0.00005477223],"about_ca_topic_score_codex":0.017160583,"about_ca_topic_score_gemma":0.005445493,"teacher_disagreement_score":0.017160583,"about_ca_system_score_codex":0.0017427265,"about_ca_system_score_gemma":0.0018903293,"threshold_uncertainty_score":0.041977942},"labels":[],"label_agreement":null},{"id":"W3206784193","doi":"10.3934/dcdss.2021114","title":"Global well-posedness for the Cauchy problem of generalized Boussinesq equations in the control problem regarding initial data","year":2021,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Mathematical Physics Problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Initial value problem; Cauchy problem; Mathematics; Class (philosophy); Cauchy distribution; Applied mathematics; Control (management); Mathematical analysis; Computer science; Artificial intelligence","score_opus":0.046972808727942385,"score_gpt":0.34043305768804893,"score_spread":0.29346024896010653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206784193","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18870813,0.0027544561,0.7692097,0.003357612,0.00037643852,0.000112027505,0.00020075172,0.00008682238,0.035194032],"genre_scores_gemma":[0.91827685,0.0027605372,0.04866454,0.0002927487,0.00062871,0.00030823913,0.00039485493,0.00012422552,0.028549217],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995714,0.00017830399,0.00002242027,0.000105837666,0.00007903776,0.000043099477],"domain_scores_gemma":[0.998408,0.00082621194,0.00019224672,0.000072628376,0.0003657622,0.0001351972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018269783,0.0012487468,0.0008880829,0.00129357,0.0009268788,0.001945168,0.0007407855,0.0014305776,0.002853134],"category_scores_gemma":[0.0044455677,0.00031987138,0.00095097645,0.0004679987,0.0028436724,0.0028194496,0.001881233,0.0019913001,0.00026231434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052382653,0.000028927236,0.00064243766,0.00022084544,0.00004556256,0.00032043204,0.00039991108,0.039907772,0.0064596594,0.9448224,0.0015262311,0.0055734464],"study_design_scores_gemma":[0.00002077756,0.00008034116,0.0007830803,0.000058890782,0.000025743406,0.00016626068,0.00025918023,0.5045365,0.0019683323,0.48979297,0.002271811,0.00003601546],"about_ca_topic_score_codex":0.002686729,"about_ca_topic_score_gemma":0.0015142795,"teacher_disagreement_score":0.002853134,"about_ca_system_score_codex":0.0010358341,"about_ca_system_score_gemma":0.0010570236,"threshold_uncertainty_score":0.009662092},"labels":[],"label_agreement":null},{"id":"W4220873669","doi":"10.3934/dcdss.2022069","title":"A hierarchical parametric analysis on Hopf bifurcation of an epidemic model","year":2022,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Biological applications of bifurcation theory; Hopf bifurcation; Saddle-node bifurcation; Parametric statistics; Mathematics; Transcritical bifurcation; Bifurcation; Pitchfork bifurcation; Bifurcation diagram; Period-doubling bifurcation; Stability (learning theory); Applied mathematics; Bogdanov–Takens bifurcation; Simple (philosophy); Nonlinear system; Control theory (sociology); Computer science; Control (management); Physics; Artificial intelligence; Statistics","score_opus":0.01637129845906514,"score_gpt":0.2870882528933121,"score_spread":0.2707169544342469,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220873669","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13485979,0.00059269374,0.8323522,0.00050112064,0.000039457864,0.00008850409,0.00013915816,0.000114220085,0.03131284],"genre_scores_gemma":[0.973679,0.00041897275,0.022308309,0.000048414455,0.000032718082,0.000057242134,0.000048116046,0.00001458342,0.0033925634],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996965,0.00011671894,0.000013986165,0.000043147316,0.000085062595,0.000044665376],"domain_scores_gemma":[0.9995455,0.00020254048,0.00009177558,0.00005079129,0.0000739539,0.0000353849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000604226,0.00035850823,0.0002908799,0.00087955175,0.00047203928,0.00074502086,0.0005195985,0.00047678853,0.0022151025],"category_scores_gemma":[0.0023919926,0.00016203344,0.0006252692,0.00044022442,0.0007877522,0.0011563369,0.0010681938,0.0006635418,0.00019703711],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003258356,0.00003660748,0.0012249154,0.00008256186,0.00003124659,0.00030978394,0.00041077507,0.30665082,0.008506058,0.6631099,0.00070357113,0.018901197],"study_design_scores_gemma":[0.0000045257375,0.000027432754,0.00077405904,0.000013294704,0.000013717247,0.00007486745,0.000078491554,0.841443,0.00057094975,0.15557449,0.001408167,0.000016864813],"about_ca_topic_score_codex":0.0037748774,"about_ca_topic_score_gemma":0.0016037425,"teacher_disagreement_score":0.0037748774,"about_ca_system_score_codex":0.0006790338,"about_ca_system_score_gemma":0.0006107023,"threshold_uncertainty_score":0.007505834},"labels":[],"label_agreement":null},{"id":"W4226327883","doi":"10.3934/dcdss.2022043","title":"Dynamics of patchy vegetation patterns in the two-dimensional generalized Klausmeier model","year":2022,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Terrain; Context (archaeology); Focus (optics); Statistical physics; Steady state (chemistry); Diffusion; Advection; Mathematics; Geometry; Environmental science; Geology; Physics; Geography; Cartography","score_opus":0.00522149851394764,"score_gpt":0.21386851490635944,"score_spread":0.2086470163924118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226327883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9026488,0.00029488606,0.083078295,0.0006152999,0.000034542034,0.000028437684,0.00019718402,0.00015428138,0.012948244],"genre_scores_gemma":[0.99482816,0.00008959127,0.0019639013,0.000024445424,0.000005346116,0.000017398846,0.00003129386,0.000010898879,0.0030290263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999052,0.000021270658,0.000004621358,0.000028989483,0.000018238577,0.000021659838],"domain_scores_gemma":[0.9997577,0.000077722754,0.000080692414,0.000018354884,0.000022746997,0.000042777836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020006172,0.00039646556,0.00046060525,0.00041013944,0.00038967238,0.0009886209,0.0008472747,0.0008913488,0.0019145901],"category_scores_gemma":[0.0008123964,0.00025315324,0.00049135805,0.00034531511,0.0010092455,0.0011608226,0.0007948887,0.00050518394,0.00015691531],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040360777,0.00002748096,0.0022380357,0.000033539367,0.000032082877,0.00022160758,0.0001888176,0.932813,0.0051277117,0.05726367,0.00032752633,0.0016861355],"study_design_scores_gemma":[0.000006412152,0.0000067663455,0.0004272347,0.0000016861248,0.0000044805633,0.000017717728,0.000023804276,0.9949923,0.00011930298,0.004290793,0.00010209334,0.0000074776576],"about_ca_topic_score_codex":0.015225561,"about_ca_topic_score_gemma":0.0054598134,"teacher_disagreement_score":0.015225561,"about_ca_system_score_codex":0.00078756985,"about_ca_system_score_gemma":0.00042172967,"threshold_uncertainty_score":0.030273855},"labels":[],"label_agreement":null},{"id":"W4242334047","doi":"10.3934/dcdss.201806i","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Computer science","score_opus":0.005531944240292023,"score_gpt":0.22385969593736818,"score_spread":0.21832775169707616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242334047","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00087917567,0.03452664,0.008479719,0.058945857,0.44671142,0.00038841148,0.0059500686,0.0016763094,0.44244248],"genre_scores_gemma":[0.0057366546,0.023129314,0.0036470585,0.016777478,0.11483623,0.00031477577,0.00836031,0.0016647985,0.8255334],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982875,0.00019538602,0.00014840672,0.0003931065,0.0008118755,0.00016370964],"domain_scores_gemma":[0.9957261,0.00088187953,0.0002406117,0.00044941212,0.0019002185,0.00080172013],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0017097612,0.0015723349,0.0015511282,0.0022165934,0.0018446082,0.0067113796,0.002136519,0.0028814548,0.46737993],"category_scores_gemma":[0.009438384,0.00045516551,0.0010880568,0.0019260296,0.000853053,0.004352132,0.002548224,0.0045167254,0.3132864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015413443,0.000013201796,0.00004924298,0.00014167087,0.000003865846,0.00002774875,0.000025174057,0.00009139705,0.000098809156,0.003531987,0.9625498,0.033451777],"study_design_scores_gemma":[0.0000035910232,0.000011524726,0.00012842013,0.00011932495,0.0000021913877,0.000047544192,0.000032695563,0.00005607805,0.000047561833,0.0024332518,0.9971125,0.0000053622457],"about_ca_topic_score_codex":0.0012637886,"about_ca_topic_score_gemma":0.0015095077,"teacher_disagreement_score":0.5326201,"about_ca_system_score_codex":0.001803223,"about_ca_system_score_gemma":0.0024055978,"threshold_uncertainty_score":0},"labels":[],"label_agreement":null},{"id":"W4285125155","doi":"10.3934/dcdss.2022137","title":"Some remarks on lattice and nonlocal dispersal evolution systems","year":2022,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Nonlinear Differential Equations Analysis","field":"Mathematics","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Monotone polygon; Infimum and supremum; Lattice (music); Mathematics; Biological dispersal; Banach space; Norm (philosophy); Nonlinear system; Topology (electrical circuits); Pure mathematics; Discrete mathematics; Combinatorics; Physics; Quantum mechanics; Geometry","score_opus":0.012099612248830478,"score_gpt":0.25929960527826945,"score_spread":0.24719999302943899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285125155","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22042638,0.018131183,0.52695984,0.07156373,0.0027757837,0.00010232444,0.0005298575,0.00031300233,0.15919793],"genre_scores_gemma":[0.94130445,0.0048071207,0.03015405,0.0032765695,0.0015748951,0.00008437813,0.00012781828,0.000062169725,0.018608557],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9995459,0.00015828395,0.000022624605,0.0000991526,0.00013983583,0.00003412374],"domain_scores_gemma":[0.9990717,0.00051193574,0.00010294523,0.00007374718,0.00013219297,0.00010743812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012426511,0.00027549415,0.0004022691,0.00056519,0.00071660517,0.0010588221,0.0007605898,0.0011885874,0.006195391],"category_scores_gemma":[0.0023442295,0.00009949161,0.0006487809,0.0003304503,0.0022242067,0.003011742,0.0015143004,0.0016408493,0.00030898515],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017141334,0.00002465618,0.00044560968,0.00014244647,0.000009855603,0.00035865157,0.00038454347,0.0053360374,0.0013709144,0.98574716,0.0024378481,0.003725201],"study_design_scores_gemma":[0.000022536733,0.000042100182,0.00065518933,0.000054614073,0.000006492646,0.00023470244,0.00042736175,0.03840528,0.0005834144,0.941881,0.017667705,0.000019604036],"about_ca_topic_score_codex":0.0012979544,"about_ca_topic_score_gemma":0.0008603828,"teacher_disagreement_score":0.006195391,"about_ca_system_score_codex":0.0007791685,"about_ca_system_score_gemma":0.00029515795,"threshold_uncertainty_score":0.020725667},"labels":[],"label_agreement":null},{"id":"W4323341967","doi":"10.3934/dcdss.2023044","title":"The stochasticity in adherence to nonpharmaceutical interventions and booster doses and the mitigation of COVID-19","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of New Brunswick; York University","funders":"","keywords":"Booster (rocketry); Randomness; Coronavirus disease 2019 (COVID-19); Psychological intervention; Transmission (telecommunications); Outbreak; Medicine; Vaccination; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Econometrics; Environmental health; Computer science; Statistics; Disease; Mathematics; Virology; Infectious disease (medical specialty)","score_opus":0.17564787315813937,"score_gpt":0.453765226770606,"score_spread":0.2781173536124666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323341967","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92512697,0.0007542234,0.06233816,0.0028508822,0.00006903275,0.00010697468,0.0015921019,0.00009062085,0.00707103],"genre_scores_gemma":[0.99640805,0.00019985795,0.0021812692,0.00005016641,0.0000093406015,0.000019202189,0.00021216943,0.000003386725,0.0009164902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988752,0.0005340256,0.000048211685,0.00020487278,0.00014959395,0.00018810209],"domain_scores_gemma":[0.9971962,0.0015226704,0.0007767885,0.0001763786,0.00022039021,0.00010757896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022926496,0.0003289902,0.000465809,0.00040084275,0.00031351688,0.0010044656,0.00084357103,0.0007575405,0.001474772],"category_scores_gemma":[0.009894638,0.00027006093,0.00061448483,0.0003606074,0.00082825037,0.0006592655,0.0005750087,0.00090941164,0.00009526218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001908731,0.00012034222,0.1886451,0.00012835396,0.00027528201,0.00048437456,0.00050775043,0.71975756,0.0013929283,0.06552998,0.0018970128,0.021070443],"study_design_scores_gemma":[0.000034787176,0.00015884795,0.08786383,0.0000662715,0.00009767905,0.00011075623,0.00043337664,0.888515,0.0005567599,0.01921546,0.0028991927,0.000047968726],"about_ca_topic_score_codex":0.17452596,"about_ca_topic_score_gemma":0.12574464,"teacher_disagreement_score":0.17452596,"about_ca_system_score_codex":0.0039381147,"about_ca_system_score_gemma":0.0029547194,"threshold_uncertainty_score":0.34702027},"labels":[],"label_agreement":null},{"id":"W4365397420","doi":"10.3934/dcdss.2023073","title":"On divergence-free (form-bounded type) drifts","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Divergence (linguistics); Mathematics; Bounded function; Type (biology); Harnack's inequality; Mathematical proof; A priori and a posteriori; Mathematical analysis; Inequality; Applied mathematics; Pure mathematics; Geometry","score_opus":0.011091007385741654,"score_gpt":0.23876013241511818,"score_spread":0.22766912502937653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4365397420","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06293097,0.0012982633,0.9089321,0.00131795,0.00028029532,0.00006696192,0.00014311129,0.0001029778,0.024927292],"genre_scores_gemma":[0.8024627,0.0020070712,0.15681238,0.000942823,0.00063537306,0.00020076637,0.00031487507,0.000221708,0.036402386],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.999355,0.00019288877,0.000037287005,0.00012195695,0.00021342067,0.000079444704],"domain_scores_gemma":[0.9979115,0.00077267166,0.00030984232,0.00017257396,0.0004610433,0.00037228726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0026453151,0.0012366617,0.00090189604,0.0018240727,0.0008003547,0.0014532205,0.0011521165,0.0013964769,0.0025417213],"category_scores_gemma":[0.0066465917,0.00037934727,0.0012719865,0.0006263977,0.0029701865,0.003203159,0.0041420935,0.002510028,0.00051696657],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016683878,0.000016867443,0.0004331761,0.000066813656,0.000016889897,0.00015356246,0.00013765407,0.014304263,0.0028246294,0.9774114,0.0006941017,0.0039238594],"study_design_scores_gemma":[0.00001360967,0.000050749928,0.00045498254,0.00004170946,0.000012337361,0.00019107813,0.000049105085,0.2506957,0.0013302176,0.7434623,0.0036688193,0.00002933642],"about_ca_topic_score_codex":0.00095643423,"about_ca_topic_score_gemma":0.00079171895,"teacher_disagreement_score":0.0026453151,"about_ca_system_score_codex":0.0013125307,"about_ca_system_score_gemma":0.00090481696,"threshold_uncertainty_score":0.013989925},"labels":[],"label_agreement":null},{"id":"W4366316549","doi":"10.3934/dcdss.2023082","title":"The linear stability and basic reproduction numbers for autonomous FDEs","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Stability (learning theory); Reproduction; Equivalence (formal languages); Control theory (sociology); Population; Basic reproduction number; Applied mathematics; Pure mathematics; Computer science; Biology; Control (management); Artificial intelligence; Ecology","score_opus":0.023010786966243084,"score_gpt":0.2884233638076944,"score_spread":0.2654125768414513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366316549","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25381213,0.0009818006,0.7041527,0.0010139424,0.00009832046,0.00007592047,0.00014034857,0.00011177033,0.039613042],"genre_scores_gemma":[0.97977096,0.00031893447,0.015188162,0.00011156227,0.000066997294,0.00007442238,0.00004557487,0.000016141485,0.0044072364],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99959594,0.000090162925,0.000019039522,0.00009641186,0.00014691355,0.000051558323],"domain_scores_gemma":[0.9986732,0.0007104865,0.00022150803,0.000059855585,0.00026423126,0.000070778435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071429956,0.0003325856,0.00035723843,0.00065185875,0.00041105424,0.00072133966,0.0006442042,0.00071901036,0.0018617441],"category_scores_gemma":[0.0039363047,0.0001257462,0.00049198203,0.00022991825,0.0016324819,0.0011458031,0.0010811795,0.0008548953,0.00024148016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000293288,0.0000266861,0.0010484258,0.000091509755,0.000024372677,0.00023416331,0.0004921572,0.072821,0.013810749,0.90076524,0.0007224217,0.009933816],"study_design_scores_gemma":[0.000023598966,0.000066466164,0.0009595763,0.000020864281,0.0000101033365,0.0002961062,0.00010629278,0.6009313,0.0017766354,0.39331073,0.0024714668,0.000026866104],"about_ca_topic_score_codex":0.0013842955,"about_ca_topic_score_gemma":0.0003443714,"teacher_disagreement_score":0.0018617441,"about_ca_system_score_codex":0.00067481666,"about_ca_system_score_gemma":0.00051777833,"threshold_uncertainty_score":0.006228149},"labels":[],"label_agreement":null},{"id":"W4375932741","doi":"10.3934/dcdss.2023090","title":"Dissipativity based anti-disturbance event-triggered tracking control of time-delay switched linear systems and its application to the conversion mode of XV-15 tilt-rotor aircraft","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Government of Jiangsu Province; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Control theory (sociology); Dwell time; Controller (irrigation); Nonlinear system; Linear matrix inequality; Computer science; Tracking error; Observer (physics); Lyapunov function; Mathematics; Control (management); Mathematical optimization; Physics","score_opus":0.006203190818374807,"score_gpt":0.22779164414951486,"score_spread":0.22158845333114005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4375932741","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057075806,0.00029598072,0.9387112,0.00012667179,0.000072272946,0.000030049565,0.000017732847,0.00016492969,0.0035054462],"genre_scores_gemma":[0.9916025,0.0001264279,0.0069596157,0.000029308352,0.000010662711,0.00002733804,0.000013810869,0.0000055522696,0.0012247176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997949,0.000038502458,0.000014166128,0.00005641298,0.00006851883,0.000027430475],"domain_scores_gemma":[0.9998072,0.00007017903,0.00005025888,0.000012603063,0.000049222763,0.0000105157815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038447639,0.00054231624,0.000327803,0.00017475316,0.0002826718,0.00067724776,0.00045829875,0.0004125619,0.0008334316],"category_scores_gemma":[0.00046559612,0.00015724423,0.0003504037,0.00019831293,0.00047083516,0.0003960225,0.00044506206,0.0004969898,0.000070166825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003653879,0.00008848233,0.001207456,0.00031223224,0.000088696586,0.0004060634,0.00044526238,0.8367001,0.051997263,0.041522343,0.0010119021,0.06585476],"study_design_scores_gemma":[0.000015046454,0.000113449234,0.00022967742,0.0000055532532,0.000012679728,0.000023979474,0.000018962162,0.9947411,0.0029733027,0.0014558998,0.00040449257,0.0000059946397],"about_ca_topic_score_codex":0.0029606884,"about_ca_topic_score_gemma":0.0018460864,"teacher_disagreement_score":0.0029606884,"about_ca_system_score_codex":0.00039775818,"about_ca_system_score_gemma":0.00045574686,"threshold_uncertainty_score":0.0058869123},"labels":[],"label_agreement":null},{"id":"W4381661875","doi":"10.3934/dcdss.2023124","title":"Solvability of some Fredholm integro-differential equations with mixed diffusion in a square","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Fredholm theory; Square (algebra); Mathematical analysis; Fredholm integral equation; Fredholm determinant; Convergence (economics); Operator (biology); Differential operator; Differential equation; Fredholm operator; Subspace topology; Diffusion; Work (physics); Elliptic operator; Boundary value problem; Function (biology); Integral equation; Type (biology); Compact operator; Physics; Geometry","score_opus":0.010139395978405932,"score_gpt":0.23160489813910226,"score_spread":0.22146550216069633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381661875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86611545,0.00035149467,0.12476133,0.0007977578,0.000039880928,0.000042853575,0.000114567556,0.000073981515,0.0077028084],"genre_scores_gemma":[0.9778326,0.00014516943,0.01632305,0.000071746086,0.000024880246,0.00006111922,0.000068958725,0.000019100575,0.005453412],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9998574,0.000034911947,0.000008213075,0.00004216734,0.000030214,0.000027073143],"domain_scores_gemma":[0.999382,0.00027393913,0.00013107217,0.000024061223,0.00007839989,0.00011053121],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006613825,0.0006018637,0.0005737585,0.00064025016,0.00050070515,0.0012708028,0.0006062886,0.0012386964,0.0010230644],"category_scores_gemma":[0.001955127,0.00040229343,0.0005421121,0.00030754128,0.0016485174,0.0009945523,0.0012212093,0.0007235663,0.00006854258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003940958,0.0001300045,0.0040253014,0.00032349463,0.00012564492,0.0027498773,0.0013693406,0.3000593,0.07012527,0.6131955,0.0009952465,0.0065069543],"study_design_scores_gemma":[0.00007658337,0.0001174691,0.0007859915,0.000015085983,0.000019281399,0.00032343692,0.00024009215,0.94137114,0.0037704913,0.052577298,0.0006754512,0.000027676491],"about_ca_topic_score_codex":0.0029135107,"about_ca_topic_score_gemma":0.0012559987,"teacher_disagreement_score":0.0029135107,"about_ca_system_score_codex":0.000734386,"about_ca_system_score_gemma":0.00062760065,"threshold_uncertainty_score":0.0057931542},"labels":[],"label_agreement":null},{"id":"W4382005560","doi":"10.3934/dcdss.2023101","title":"Robust QLM-SCFTK matrix approach applied to a biological population model of fractional order considering the carrying capacity","year":2023,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Robustness (evolution); Mathematics; Applied mathematics; Nonlinear system; Mathematical optimization; Algebraic equation; Matrix (chemical analysis); Population; Fractional calculus; Collocation (remote sensing); Convergence (economics); Computer science","score_opus":0.1172097903124258,"score_gpt":0.30223852910128257,"score_spread":0.18502873878885678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382005560","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024735745,0.0003073882,0.9707545,0.00022841519,0.00007076243,0.000034701494,0.00005426288,0.0001015531,0.0037127438],"genre_scores_gemma":[0.78952825,0.0006411565,0.20396583,0.00013647236,0.000076073135,0.00017655731,0.00012824278,0.00006431563,0.005283177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99986255,0.00004589751,0.000007807217,0.000021577107,0.000041354684,0.000020689937],"domain_scores_gemma":[0.9995865,0.00019642152,0.000065556655,0.000033338758,0.00009375819,0.000024442174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005067255,0.0007250973,0.00075058965,0.00053180056,0.00052507507,0.0007021748,0.0008983947,0.0012681083,0.0016418761],"category_scores_gemma":[0.0010354804,0.00024302954,0.00076923246,0.0004887848,0.0008012895,0.00065212627,0.0008374594,0.0010529682,0.00019459518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020578844,0.000016397325,0.00040744522,0.000070704606,0.000018509067,0.00010199618,0.000065987966,0.9670962,0.0032886893,0.020352332,0.00028123398,0.008279991],"study_design_scores_gemma":[0.0000014164981,0.0000048781762,0.00002093787,0.0000019594916,0.0000014626687,0.0000069941984,0.0000054246607,0.9985044,0.00016515056,0.0011168403,0.00016795284,0.0000025457946],"about_ca_topic_score_codex":0.0134639805,"about_ca_topic_score_gemma":0.008017571,"teacher_disagreement_score":0.0134639805,"about_ca_system_score_codex":0.0006834363,"about_ca_system_score_gemma":0.0012500171,"threshold_uncertainty_score":0.026771188},"labels":[],"label_agreement":null},{"id":"W4402062650","doi":"10.3934/dcdss.2024151","title":"HIV infection dynamics with broadly neutralizing antibodies and CTL immune response","year":2024,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"CTL*; Immune system; Virology; Immunology; Antibody; Antibody response; Human immunodeficiency virus (HIV); Dynamics (music); Neutralizing antibody; Biology; Medicine; Psychology","score_opus":0.006049521301235854,"score_gpt":0.24283731305122147,"score_spread":0.23678779174998563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402062650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5186395,0.0021541386,0.41521585,0.004405537,0.00016933418,0.00013708878,0.00043084947,0.0003352227,0.05851252],"genre_scores_gemma":[0.9790303,0.00055141945,0.007473495,0.00015346223,0.000035649216,0.000075198834,0.00005447367,0.000020995381,0.012604988],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973756,0.00009516553,0.000007742184,0.00005090551,0.000052803174,0.000055760844],"domain_scores_gemma":[0.99947566,0.00021849838,0.00017450306,0.00002221871,0.00006234922,0.000046840447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040885728,0.00051962596,0.00047592146,0.00040766306,0.00046895037,0.0011795847,0.00069661625,0.001369797,0.0026340932],"category_scores_gemma":[0.0015911767,0.00030468416,0.0006681163,0.00029085326,0.0010176542,0.0013262932,0.0008889667,0.00084682304,0.0004019561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006626785,0.00008627228,0.005107073,0.00007769131,0.000058274956,0.00047944288,0.00018072283,0.85322833,0.008721123,0.12452269,0.0014608767,0.0060113743],"study_design_scores_gemma":[0.000010252738,0.000032088534,0.00050017727,0.0000068830213,0.000008636472,0.00006734933,0.00002879749,0.98859185,0.00022627813,0.009954582,0.00056329416,0.000009891117],"about_ca_topic_score_codex":0.0077037425,"about_ca_topic_score_gemma":0.0027686332,"teacher_disagreement_score":0.0077037425,"about_ca_system_score_codex":0.0014844764,"about_ca_system_score_gemma":0.0008901949,"threshold_uncertainty_score":0.015317798},"labels":[],"label_agreement":null},{"id":"W4402485577","doi":"10.3934/dcdss.2024165","title":"Total equilibrium biomass of a two-patch logistic equation with density-dependent dispersal","year":2024,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Biological dispersal; Biomass (ecology); Environmental science; Mathematics; Density dependence; Statistical physics; Statistics; Physics; Biology; Ecology; Demography; Sociology","score_opus":0.01029663241772686,"score_gpt":0.24065244178227888,"score_spread":0.23035580936455202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402485577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63171875,0.00051212095,0.35393965,0.0012225653,0.000036663616,0.000051848667,0.0003023595,0.000100796155,0.012115227],"genre_scores_gemma":[0.9797418,0.00033380717,0.013299438,0.00006554255,0.000023944867,0.00009584836,0.000165279,0.000030385152,0.0062439586],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997305,0.00007733802,0.000012635117,0.00008001443,0.000037928698,0.00006151681],"domain_scores_gemma":[0.9987313,0.0007764063,0.0002102222,0.000049879844,0.00014165971,0.000090475995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00094358006,0.00054627203,0.00079715525,0.0007028831,0.00038442746,0.0013534552,0.0011224166,0.0012524639,0.0027053491],"category_scores_gemma":[0.0040779426,0.00032582605,0.0007231951,0.00050809234,0.0012622061,0.0019461606,0.0012190122,0.00090644223,0.0003708634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018715618,0.00009271744,0.0100871865,0.00022284467,0.000089985144,0.0010327889,0.00050097157,0.65450996,0.018732557,0.30302367,0.0013858915,0.010134222],"study_design_scores_gemma":[0.000033168853,0.000025747077,0.0013418247,0.000012908496,0.000014710927,0.00013540992,0.00008606185,0.9605456,0.00032430142,0.03710353,0.00035701526,0.000019738765],"about_ca_topic_score_codex":0.005311938,"about_ca_topic_score_gemma":0.0025567305,"teacher_disagreement_score":0.005311938,"about_ca_system_score_codex":0.0011547375,"about_ca_system_score_gemma":0.0006171977,"threshold_uncertainty_score":0.010562062},"labels":[],"label_agreement":null},{"id":"W4410526227","doi":"10.3934/dcdss.2025076","title":"Bifurcation analysis on immunotherapy of a tumor model without treatment","year":2025,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Immunotherapy; Bifurcation; Medicine; Computer science; Internal medicine; Physics; Cancer; Nonlinear system","score_opus":0.014747928167007072,"score_gpt":0.3001121724235769,"score_spread":0.2853642442565698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410526227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52769786,0.0013975934,0.43405056,0.001917707,0.00013848978,0.00012429486,0.00034586497,0.00023705648,0.03409057],"genre_scores_gemma":[0.98610353,0.00037006376,0.0066253655,0.000075018856,0.000038108636,0.0000964711,0.00008323469,0.000022330494,0.0065858485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99986684,0.000051275056,0.0000062662048,0.000023739924,0.000029647947,0.000022154372],"domain_scores_gemma":[0.9996623,0.00017659098,0.00008110501,0.000015370602,0.000039587678,0.000024989335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034899564,0.00043270178,0.00064414006,0.000653543,0.00036863657,0.00058801833,0.00034352066,0.00083652424,0.0020135955],"category_scores_gemma":[0.0010764484,0.00017877875,0.00081198115,0.00019505605,0.00063254463,0.00046137537,0.0005328684,0.0005150565,0.00018078247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000080039994,0.00003737269,0.0013580333,0.000077168486,0.000053459265,0.00032350587,0.00013580741,0.8930948,0.013288651,0.08766091,0.0005332573,0.0033569585],"study_design_scores_gemma":[0.000007805322,0.000018758454,0.00024305323,0.000004737392,0.000010417438,0.000032027157,0.000010842953,0.9922646,0.00030596968,0.006836212,0.00026049558,0.000005070618],"about_ca_topic_score_codex":0.0030303781,"about_ca_topic_score_gemma":0.0011204868,"teacher_disagreement_score":0.0030303781,"about_ca_system_score_codex":0.00073983235,"about_ca_system_score_gemma":0.0004904769,"threshold_uncertainty_score":0.0067361593},"labels":[],"label_agreement":null}]}