{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":23,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":23,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"a3e104983bd1","filters":{"venue":"Stochastics and Dynamics"}},"results":[{"id":"W2002704263","doi":"10.1142/s0219493702000443","title":"CONCEPTUAL STOCHASTIC CLIMATE MODELS","year":2002,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Climate variability and models","field":"Environmental Science","cited_by":101,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Victoria; Canadian Institute for Advanced Research","funders":"","keywords":"Stochastic modelling; Simple (philosophy); Climate model; Climate change; Stochastic process; Mathematics; Dynamics (music); Mathematical economics; Econometrics; Statistical physics; Epistemology; Statistics; Geology; Sociology; Physics","authors":[{"name":"Peter Imkeller","is_ca":false},{"name":"Adam H. Monahan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02268846813545734,"gpt":0.2105233930797449,"spread":0.1878349249442876,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001372839,0.0008829432,0.00065898,0.0007630006,0.000648123,0.002351468,0.002148499,0.001509904,0.008535331],"category_scores_gemma":[0.004098851,0.0003232811,0.0009932488,0.001188257,0.0016979,0.002868997,0.001657814,0.001655946,0.001356625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001887153,"about_ca_system_score_gemma":0.00149103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003242232,"about_ca_topic_score_gemma":0.003022328,"domain_scores_codex":[0.9993587,0.0002502897,0.00003493262,0.0001306588,0.0001548327,0.00007061956],"domain_scores_gemma":[0.9991959,0.0003208251,0.0001042125,0.0001307317,0.0001541301,0.00009425308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003257871,0.000005902449,0.00006477885,0.00002311345,0.000008146405,0.00001026857,0.00003594517,0.025541,0.00005821626,0.9700404,0.001552646,0.002656209],"study_design_scores_gemma":[0.000009019431,0.000009834911,0.0000764158,0.00001623295,0.000008902261,0.00002287157,0.00002517961,0.07296252,0.00004785268,0.8968658,0.02994669,0.000008663418],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01772883,0.006270652,0.8440839,0.007146266,0.0008740033,0.0001554637,0.00168128,0.0006492329,0.1214103],"genre_scores_gemma":[0.7519194,0.0120558,0.1736954,0.001930455,0.001015692,0.0007619645,0.002690759,0.0002762638,0.05565422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008535331,"threshold_uncertainty_score":0.02855349,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2154880323","doi":"10.1142/s0219493702000571","title":"LONG-TERM BEHAVIOUR OF LARGE MECHANICAL SYSTEMS WITH RANDOM INITIAL DATA","year":2002,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":46,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Israel Science Foundation","keywords":"Mathematics; Ergodic theory; Particle system; Stochastic differential equation; Ordinary differential equation; Term (time); Hamiltonian system; Statistical physics; Infinity; Trajectory; Heat equation; Differential equation; Limit (mathematics); Focus (optics); Mathematical analysis; Applied mathematics; Physics","authors":[{"name":"Raz Kupferman","is_ca":false},{"name":"Andrew M. Stuart","is_ca":false},{"name":"John R. Terry","is_ca":false},{"name":"Paul Tupper","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0564838225205696,"gpt":0.3276168437834349,"spread":0.2711330212628653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002599618,0.0007181981,0.001027282,0.001256321,0.001205479,0.001878369,0.00158906,0.001834175,0.001778456],"category_scores_gemma":[0.01940717,0.0007784542,0.0006270665,0.0006904954,0.003660805,0.003982116,0.001922053,0.001900141,0.0002379858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001738464,"about_ca_system_score_gemma":0.0008046919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00320635,"about_ca_topic_score_gemma":0.002268125,"domain_scores_codex":[0.9993032,0.0002687786,0.00003904459,0.0001089367,0.0001799188,0.000100083],"domain_scores_gemma":[0.9897725,0.006421547,0.001548394,0.0006022032,0.0007116805,0.0009436591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001321863,0.0001695308,0.009617849,0.000206921,0.0002114128,0.001469418,0.0009343424,0.7111324,0.0145058,0.2569742,0.000986779,0.00365914],"study_design_scores_gemma":[0.00001325993,0.00003365817,0.00132736,0.00001622451,0.00001513903,0.00007112929,0.00005695897,0.9627172,0.000880526,0.03455849,0.0002852425,0.00002474816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879671,0.0006557061,0.1132525,0.001703145,0.00006135256,0.00005918686,0.0001340463,0.0003374787,0.004125585],"genre_scores_gemma":[0.9911485,0.0003288861,0.006132801,0.0001029254,0.00005733996,0.00008595935,0.0001866844,0.00008451956,0.001872472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00320635,"threshold_uncertainty_score":0.01374823,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2007766117","doi":"10.1142/s0219493710002942","title":"WEAK CONVERGENCE TO LÉVY STABLE PROCESSES IN DYNAMICAL SYSTEMS","year":2010,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":36,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Ministerstwo Edukacji i Nauki; McGill University","keywords":"Mathematics; Ergodic theory; Convergence (economics); Weak convergence; Compact convergence; Normal convergence; Dynamical systems theory; Modes of convergence (annotated index); Convergence tests; Pure mathematics; Applied mathematics; Space (punctuation); Topology (electrical circuits); Topological space; Combinatorics; Rate of convergence; Computer science; Topological vector space","authors":[{"name":"Marta Tyran‐Kamińska","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01659387090355212,"gpt":0.281672976065499,"spread":0.2650791051619468,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003031725,0.0007867204,0.0007677133,0.002023207,0.0008656482,0.002186495,0.00105342,0.000887747,0.00176668],"category_scores_gemma":[0.01427572,0.0002973645,0.0007226074,0.0008872776,0.003977027,0.003048084,0.00217373,0.001325862,0.000215919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359039,"about_ca_system_score_gemma":0.0007536386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119242,"about_ca_topic_score_gemma":0.0006401425,"domain_scores_codex":[0.9988798,0.0005215956,0.0000635953,0.0001292512,0.0003013948,0.0001042962],"domain_scores_gemma":[0.994786,0.003141031,0.0005140164,0.0001878958,0.0008787243,0.0004922826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000400722,0.00003829395,0.0008171452,0.0001212289,0.00003257061,0.000212537,0.0003392366,0.02126984,0.003143696,0.9701856,0.0004358727,0.003363836],"study_design_scores_gemma":[0.00002174484,0.00008717308,0.0006236307,0.00003484412,0.0000159135,0.0001749722,0.0001387361,0.3187727,0.001505042,0.677425,0.001178145,0.00002209658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5661474,0.002410619,0.3993025,0.001810476,0.0002577295,0.00007553855,0.00008545521,0.0001672355,0.02974301],"genre_scores_gemma":[0.9782179,0.0009508943,0.01506767,0.0001173503,0.0001855402,0.00007367528,0.00005278488,0.00003995111,0.00529416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003031725,"threshold_uncertainty_score":0.01603353,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1966314675","doi":"10.1142/s0219493715500033","title":"Pullback attractors for a damped wave equation with delays","year":2014,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"McMaster University","keywords":"Pullback attractor; Pullback; Mathematics; Uniqueness; Compact space; Damped wave; Attractor; Mathematical analysis; Wave equation; Pure mathematics","authors":[{"name":"Yejuan Wang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01318615891052625,"gpt":0.1851356266915689,"spread":0.1719494677810426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005909163,0.0007027214,0.0004618207,0.001205469,0.0004978786,0.0008783177,0.000478578,0.0006212788,0.001728269],"category_scores_gemma":[0.001700731,0.0002237705,0.0007881645,0.0002605548,0.001037258,0.001261635,0.001848904,0.0009453038,0.0001402986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006034672,"about_ca_system_score_gemma":0.0004561563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000625536,"about_ca_topic_score_gemma":0.0003616561,"domain_scores_codex":[0.9998134,0.00004109471,0.00001736931,0.00003957648,0.00006386885,0.00002464429],"domain_scores_gemma":[0.9992388,0.0003325806,0.0001511644,0.00004102846,0.0001320988,0.0001042876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000122779,0.00007266628,0.001950146,0.00019678,0.0001303453,0.0009532843,0.0006069998,0.07451199,0.07157652,0.8366695,0.0005674374,0.01264153],"study_design_scores_gemma":[0.00006189161,0.0001933918,0.001146978,0.00003150442,0.0000461508,0.0003722429,0.0001850924,0.737281,0.01210979,0.2459957,0.002530435,0.0000458635],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3135336,0.0005112767,0.6767941,0.0004509484,0.0001139266,0.00005713816,0.00009932434,0.0001776973,0.008261989],"genre_scores_gemma":[0.966688,0.0003428886,0.02572282,0.0000739952,0.00004040702,0.0001260787,0.00006035519,0.00003377025,0.006911684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001728269,"threshold_uncertainty_score":0.005781651,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072825337","doi":"10.1142/s0219493714500105","title":"The positive occupation time of Brownian motion with two-valued drift and asymptotic dynamics of sliding motion with noise","year":2014,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Stochastic differential equation; Probability density function; Brownian motion; Mathematical analysis; Piecewise; Fokker–Planck equation; Geometric Brownian motion; Vector field; Statistical physics; First-hitting-time model; Diffusion process; Differential equation; Geometry; Physics; Statistics","authors":[{"name":"David J. W. Simpson","is_ca":false},{"name":"Rachel Kuske","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005088894130970245,"gpt":0.1876547503036154,"spread":0.1825658561726452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005514,0.0005150794,0.0004581925,0.001183944,0.0003970575,0.001061875,0.0008672829,0.000682661,0.002368616],"category_scores_gemma":[0.005372591,0.0002504851,0.0006377003,0.0006013454,0.002256901,0.001798903,0.0009665259,0.0008979655,0.0003132005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009133745,"about_ca_system_score_gemma":0.0007581287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002511724,"about_ca_topic_score_gemma":0.0009912947,"domain_scores_codex":[0.9997296,0.00005882579,0.00001724595,0.00005174522,0.0001000855,0.00004246877],"domain_scores_gemma":[0.9987155,0.0006745486,0.0001768378,0.00008419575,0.0002260349,0.0001228425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003069526,0.00004043305,0.001414417,0.0001148667,0.00002268279,0.0003288876,0.0002564552,0.1347226,0.006224344,0.8506118,0.0008188795,0.005413808],"study_design_scores_gemma":[0.000006591822,0.00002221318,0.001063749,0.00002373338,0.00000967729,0.0001754216,0.0000410893,0.8181472,0.0009463093,0.1788624,0.0006748281,0.00002674086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2983745,0.001901164,0.6795955,0.0008157295,0.0002274112,0.00004689085,0.0001242776,0.0001837065,0.01873086],"genre_scores_gemma":[0.9737473,0.00083843,0.0188229,0.00009295256,0.0001251602,0.0000630996,0.00009806079,0.00006805465,0.006143956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002511724,"threshold_uncertainty_score":0.007923841,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2127258133","doi":"10.1142/s0219493712500153","title":"QUADRATIC FBSDE WITH GENERALIZED BURGERS' TYPE NONLINEARITIES, PERTURBATIONS AND LARGE DEVIATIONS","year":2012,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics; Uniqueness; Quadratic equation; Type (biology); Perturbation (astronomy); Applied mathematics; Polynomial; Mathematical analysis","authors":[{"name":"Christoph Frei","is_ca":true},{"name":"Gonçalo dos Reis","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01582435208849041,"gpt":0.217052120630804,"spread":0.2012277685423136,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008580217,0.0007533694,0.0006011145,0.0007310855,0.0004738568,0.001147713,0.0006433026,0.001103422,0.002646351],"category_scores_gemma":[0.00239236,0.0002872805,0.0006480421,0.0006178159,0.001361182,0.001540711,0.001463254,0.0009686406,0.0003117518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008998107,"about_ca_system_score_gemma":0.0005201616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002331876,"about_ca_topic_score_gemma":0.001219234,"domain_scores_codex":[0.9996328,0.0001234782,0.00002086439,0.00005520106,0.0001081766,0.00005946817],"domain_scores_gemma":[0.9990478,0.0003567958,0.0002527855,0.00005429676,0.0001990511,0.00008920321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003430935,0.00002802807,0.000767568,0.00007022615,0.00002386112,0.0002974724,0.00009413587,0.1214369,0.004607549,0.8677946,0.001067768,0.003777498],"study_design_scores_gemma":[0.00001130518,0.00005541562,0.0004760096,0.00001557648,0.00001345922,0.0001853695,0.00005926162,0.7654354,0.0008918455,0.2297759,0.003054345,0.00002603036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.144685,0.001229132,0.8093348,0.001725309,0.0002811185,0.00006475152,0.0002589811,0.00009632319,0.04232466],"genre_scores_gemma":[0.9381698,0.001174152,0.02613525,0.0003916724,0.000243734,0.0001041331,0.0001517792,0.00004863949,0.03358082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002646351,"threshold_uncertainty_score":0.008852959,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2171039050","doi":"10.1142/s0219493703000826","title":"STOCHASTIC PERTURBATIONS OF POSITION DEPENDENT RANDOM MAPS","year":2003,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Mathematics; Perturbation (astronomy); Invariant (physics); Partition (number theory); Lemma (botany); Position (finance); Dynamical systems theory; Absolute continuity; Mathematical analysis; Applied mathematics; Statistical physics; Combinatorics","authors":[{"name":"Wael Bahsoun","is_ca":true},{"name":"Paweł Góra","is_ca":true},{"name":"Abraham Boyarsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01578628761035067,"gpt":0.2633345076014433,"spread":0.2475482199910926,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001416602,0.0007474618,0.000513942,0.001191267,0.0006353774,0.00139951,0.0008261116,0.0008718997,0.001138038],"category_scores_gemma":[0.008905941,0.0003803395,0.0006104591,0.0004374226,0.002857989,0.00207707,0.001811174,0.001245575,0.0002056953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001137919,"about_ca_system_score_gemma":0.0004591678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147017,"about_ca_topic_score_gemma":0.000543235,"domain_scores_codex":[0.9989558,0.0003177452,0.0000424274,0.0001786093,0.0003706074,0.0001348409],"domain_scores_gemma":[0.9961273,0.002050636,0.0006902758,0.0003800083,0.0004223384,0.000329366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001609691,0.00002711695,0.00100981,0.00005866836,0.00005882737,0.000440338,0.0001941508,0.1537825,0.02502407,0.8134228,0.0005369706,0.005283747],"study_design_scores_gemma":[0.0000209256,0.0001004967,0.0009934373,0.00001409995,0.00001779827,0.0001675418,0.00006129519,0.704096,0.006868972,0.2865774,0.001043858,0.00003812778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4085361,0.000660614,0.5755035,0.0008279866,0.0002268878,0.00009209805,0.0001409067,0.0002948453,0.01371706],"genre_scores_gemma":[0.9823424,0.0002999873,0.01333597,0.000099443,0.0001150472,0.00006094583,0.00005663195,0.00005225017,0.003637288],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001416602,"threshold_uncertainty_score":0.008256197,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2962843786","doi":"10.1142/s0219493712500037","title":"FUKUSHIMA'S DECOMPOSITION FOR DIFFUSIONS ASSOCIATED WITH SEMI-DIRICHLET FORMS","year":2012,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"National Natural Science Foundation of China; Northwestern University","keywords":"Mathematics; Decomposition; Martingale (probability theory); Dirichlet distribution; Transformation (genetics); Local martingale; Diffusion; Applied mathematics; Pure mathematics; Mathematical analysis; Thermodynamics","authors":[{"name":"Li Ma","is_ca":false},{"name":"Zhi-Ming Ma","is_ca":false},{"name":"Wei Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009567245296913064,"gpt":0.2501325814847704,"spread":0.2405653361878574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001588227,0.0009877811,0.0009646041,0.001912617,0.0007848671,0.002204875,0.0008128723,0.001185392,0.005460043],"category_scores_gemma":[0.004805094,0.0003245175,0.001247512,0.001150285,0.001968887,0.003100058,0.001222737,0.002230255,0.0008286613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00106275,"about_ca_system_score_gemma":0.0005545795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007528106,"about_ca_topic_score_gemma":0.0004907561,"domain_scores_codex":[0.9993443,0.0001546367,0.00003803203,0.0001269272,0.0002210162,0.0001151602],"domain_scores_gemma":[0.9986011,0.0006032716,0.0002233251,0.0001080235,0.0003007317,0.0001635663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002084877,0.0000162857,0.0002134316,0.00005801071,0.00001382876,0.00009720286,0.0001514571,0.004859253,0.002252728,0.98435,0.0005015738,0.007465453],"study_design_scores_gemma":[0.00001040937,0.00002604809,0.0005195304,0.000027358,0.00001264375,0.0002905704,0.00009617094,0.05314572,0.000923219,0.9420244,0.002903171,0.00002079329],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1136784,0.00263253,0.8497614,0.0009174998,0.0003296233,0.00006454244,0.0001722041,0.000102354,0.03234144],"genre_scores_gemma":[0.8779626,0.003223667,0.07941365,0.000317894,0.000543338,0.0001465109,0.0002860644,0.0001404007,0.03796585],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005460043,"threshold_uncertainty_score":0.01826572,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2730790764","doi":"10.1142/s0219493718500296","title":"A comparison theorem for stochastic equations of optional semimartingales","year":2017,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Class (philosophy); Applied mathematics; Semimartingale; Mathematical finance; Simple (philosophy); Finance; Computer science","authors":[{"name":"Mohamed Abdelghani","is_ca":false},{"name":"Alexander Melnikov","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04894285154984015,"gpt":0.2979230083791832,"spread":0.2489801568293431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009375989,0.001028469,0.001085417,0.002424374,0.0008192889,0.002090268,0.00172828,0.001653333,0.007596208],"category_scores_gemma":[0.01691922,0.0003448432,0.002023014,0.001340678,0.002267929,0.0064496,0.002748651,0.003504489,0.0004981528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002097668,"about_ca_system_score_gemma":0.001745916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029063,"about_ca_topic_score_gemma":0.000572021,"domain_scores_codex":[0.9976332,0.001033318,0.0001353071,0.0003942937,0.0005857289,0.0002180873],"domain_scores_gemma":[0.9908632,0.006125285,0.00082363,0.000289726,0.001282788,0.0006153514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000274562,0.00001406376,0.000238841,0.00006813087,0.00002940075,0.00004980788,0.00006809956,0.00471118,0.001109687,0.9892982,0.0004541177,0.003930974],"study_design_scores_gemma":[0.00003553825,0.0001157838,0.0007136681,0.00006083408,0.00003099515,0.00014255,0.00005106923,0.1575797,0.0009730404,0.836188,0.004076838,0.00003199161],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07151262,0.00249757,0.8973662,0.00177348,0.0004490225,0.0001134887,0.0003387427,0.0001648671,0.02578399],"genre_scores_gemma":[0.7890918,0.002823528,0.18049,0.001020508,0.0009753701,0.0004585926,0.0006403354,0.0003031282,0.02419667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009375989,"threshold_uncertainty_score":0.04958558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387405267","doi":"10.1142/s0219493723400099","title":"Dynamics of a stochastic phytoplankton–zooplankton system with defensive and offensive effects","year":2023,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Zooplankton; Phytoplankton; Plankton; Population; Environmental science; Extinction (optical mineralogy); Ecology; Biology; Demography; Nutrient","authors":[{"name":"Yi Wang","is_ca":false},{"name":"Qing Guo","is_ca":true},{"name":"Min Zhao","is_ca":false},{"name":"Chuanjun Dai","is_ca":false},{"name":"He Liu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008123964341852198,"gpt":0.2359228113165485,"spread":0.2277988469746963,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005876928,0.0005862925,0.0009663316,0.0004434484,0.0008786069,0.001210673,0.001193727,0.001460183,0.002155403],"category_scores_gemma":[0.001340562,0.0003421974,0.0009020555,0.0003496885,0.001036181,0.001030136,0.00146713,0.0008888935,0.0001672129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009191937,"about_ca_system_score_gemma":0.001265693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002957,"about_ca_topic_score_gemma":0.005188509,"domain_scores_codex":[0.9995661,0.0001121636,0.0000269001,0.0001342353,0.0000911126,0.00006938505],"domain_scores_gemma":[0.9993224,0.0001662731,0.0002331678,0.00002964376,0.0001245213,0.0001241023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008976427,0.00007461682,0.009082989,0.0001457443,0.0002392112,0.001602516,0.0003095398,0.8361512,0.01283923,0.1328997,0.0009498912,0.005615565],"study_design_scores_gemma":[0.00003073569,0.00007507768,0.001496166,0.000008084615,0.00005259678,0.0001610223,0.00006051024,0.9865088,0.0002246563,0.01075953,0.0005971908,0.00002560892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4770834,0.0006217408,0.5062553,0.002102034,0.0002188771,0.0001020987,0.0003402251,0.0002210095,0.01305515],"genre_scores_gemma":[0.9850461,0.0002808206,0.008378089,0.0001217909,0.00007022077,0.00008037747,0.00008227243,0.00001154549,0.005928886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01002957,"threshold_uncertainty_score":0.0199424,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404363475","doi":"10.1142/s0219493724500503","title":"Strong solutions of SDEs with singular (form-bounded) drift via Röckner–Zhao approach","year":2024,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University; Université Laval","funders":"","keywords":"Mathematics; Bounded function; Applied mathematics; Mathematical analysis","authors":[{"name":"D. Kinzebulatov","is_ca":true},{"name":"K. R. Madou","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01636196738021449,"gpt":0.2049054215790256,"spread":0.1885434541988111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002432229,0.001642186,0.001323579,0.001461968,0.0006206539,0.001601002,0.001021965,0.00147636,0.002615583],"category_scores_gemma":[0.005404505,0.0005291975,0.001897521,0.0004703758,0.002089548,0.002274982,0.004365713,0.001902344,0.0002669425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001480319,"about_ca_system_score_gemma":0.001549768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002696402,"about_ca_topic_score_gemma":0.00148472,"domain_scores_codex":[0.9993261,0.0002589778,0.00005423648,0.0001241916,0.000144976,0.00009153833],"domain_scores_gemma":[0.9980318,0.0008326196,0.0003259332,0.00009787895,0.0004352219,0.0002764909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003726235,0.00002298565,0.0004476249,0.0001402664,0.00005938394,0.0001714522,0.0001585178,0.05955799,0.005745969,0.9300556,0.0006271896,0.002975923],"study_design_scores_gemma":[0.00003359608,0.00007413449,0.0004125846,0.00004821848,0.00002801981,0.00008833646,0.0001088427,0.5889115,0.001891623,0.4063036,0.002063213,0.00003634127],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08405628,0.0009797465,0.898051,0.001983794,0.000163624,0.00009191038,0.0002269315,0.0001119752,0.01433464],"genre_scores_gemma":[0.8886879,0.0017624,0.08076892,0.0004862242,0.0002888336,0.000380772,0.000298889,0.0001170692,0.02720898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002696402,"threshold_uncertainty_score":0.01286298,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1873746132","doi":"10.1142/s0219493716600030","title":"Multiple mixing from weak hyperbolicity by the Hopf argument","year":2016,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Agence Nationale de la Recherche","keywords":"Mathematics; Mixing (physics); Smoothness; Mathematical proof; Context (archaeology); Argument (complex analysis); Pure mathematics; Compact space; Exponential function; Mathematical analysis; Geometry","authors":[{"name":"Yves Coudène","is_ca":false},{"name":"Boris Hasselblatt","is_ca":true},{"name":"Serge Troubetzkoy","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01724766267714608,"gpt":0.2514408330353571,"spread":0.2341931703582111,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001953112,0.0007154615,0.000615654,0.001286007,0.001002148,0.001874584,0.0007503447,0.001240023,0.008298793],"category_scores_gemma":[0.004804718,0.0003648498,0.001457986,0.0004303017,0.002713423,0.004900906,0.005618217,0.002903035,0.001069961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044497,"about_ca_system_score_gemma":0.000557503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003860355,"about_ca_topic_score_gemma":0.0003274148,"domain_scores_codex":[0.9992385,0.0002090645,0.00004457454,0.0001552237,0.0002352228,0.0001174331],"domain_scores_gemma":[0.9975386,0.001161731,0.0002903272,0.0004339854,0.0002322141,0.0003431776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001627439,0.00001183391,0.000241831,0.0000438493,0.00001644248,0.00009602901,0.000121351,0.001969541,0.002443905,0.9891729,0.00062807,0.005238069],"study_design_scores_gemma":[0.00000984024,0.00002976296,0.0002706629,0.00001729013,0.00001806465,0.0001597433,0.00003938244,0.02317458,0.002580641,0.9694213,0.004261826,0.00001688556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1209359,0.001774144,0.7852792,0.003110251,0.0003711768,0.00009540504,0.0001530116,0.0002609491,0.08801996],"genre_scores_gemma":[0.8998429,0.001294157,0.06784502,0.001019562,0.0006513594,0.0001554445,0.0001185474,0.0002661357,0.02880695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008298793,"threshold_uncertainty_score":0.02776217,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406242209","doi":"10.1142/s0219493725500029","title":"Large deviations of one-hidden-layer neural networks","year":2024,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Zoo","funders":"Villum Fonden","keywords":"Mathematics; Layer (electronics); Artificial neural network; Statistical physics; Artificial intelligence; Computer science; Nanotechnology; Physics; Materials science","authors":[{"name":"Christian Hirsch","is_ca":false},{"name":"Daniel Willhalm","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01361896775365238,"gpt":0.2523320941770474,"spread":0.2387131264233951,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002643054,0.000924165,0.001017805,0.0007378834,0.0005666874,0.001559668,0.002231655,0.001845078,0.001936273],"category_scores_gemma":[0.01443881,0.000599645,0.0008239913,0.0004506104,0.002586428,0.00231565,0.001764875,0.002271958,0.0003223689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616793,"about_ca_system_score_gemma":0.001171061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003701614,"about_ca_topic_score_gemma":0.003256516,"domain_scores_codex":[0.9991348,0.0003587452,0.00003450481,0.0001353984,0.0002353819,0.0001011502],"domain_scores_gemma":[0.9936441,0.00460845,0.0006438386,0.000239219,0.0005036798,0.0003607901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006423463,0.00004353866,0.001037159,0.0001011264,0.00007512611,0.0001783367,0.00009917527,0.6003588,0.001784252,0.3901401,0.001324194,0.004793946],"study_design_scores_gemma":[0.000005328686,0.000009304806,0.0001066067,0.000007510166,0.000003288278,0.00001103217,0.000004564992,0.9355798,0.0001427895,0.06393905,0.0001845882,0.000006162718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1327441,0.002861249,0.8452456,0.002668598,0.0002351927,0.00004503966,0.0001578285,0.0003397774,0.01570262],"genre_scores_gemma":[0.9473206,0.001076544,0.03853379,0.0003463397,0.000204719,0.0001115793,0.0001769962,0.0002274988,0.01200207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003701614,"threshold_uncertainty_score":0.01397794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2292233143","doi":"10.1142/s0219493716500234","title":"A regime-switching model with jumps and its application to bond pricing and insurance","year":2016,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"McMaster University","keywords":"Mathematics; Laplace transform; Martingale (probability theory); Cox process; Bond; Exponential function; Affine transformation; Jump; Bond valuation; Counting process; Applied mathematics; Statistical physics; Mathematical analysis; Pure mathematics; Poisson process; Economics; Statistics; Poisson distribution; Physics","authors":[{"name":"Yinghui Dong","is_ca":false},{"name":"Guojing Wang","is_ca":false},{"name":"Kam Chuen Yuen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01069592883432912,"gpt":0.2026815744510859,"spread":0.1919856456167567,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001914872,0.0004668496,0.0009978646,0.0008818544,0.000666152,0.001475252,0.001136147,0.002099053,0.003151406],"category_scores_gemma":[0.005495127,0.0003803906,0.001217048,0.0008507128,0.001468531,0.001710669,0.001098836,0.002113138,0.0002462704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009985756,"about_ca_system_score_gemma":0.001035116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003600316,"about_ca_topic_score_gemma":0.001888461,"domain_scores_codex":[0.9993191,0.000240183,0.00003311704,0.0001285379,0.0001667785,0.0001122943],"domain_scores_gemma":[0.9977598,0.00147125,0.0003053864,0.0001141792,0.0001615792,0.0001877169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005282095,0.0001002009,0.001761327,0.00006500813,0.00007693066,0.0004707595,0.000184294,0.1513853,0.003193965,0.8347195,0.001186557,0.006803305],"study_design_scores_gemma":[0.00002062795,0.00004199518,0.0005172345,0.00001238796,0.00002761799,0.000136298,0.00003228972,0.8241327,0.0002671509,0.173821,0.0009633753,0.00002720465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1689856,0.001619372,0.8098167,0.002555309,0.0003147442,0.00006077764,0.0001886404,0.0002228754,0.01623612],"genre_scores_gemma":[0.9716631,0.000967794,0.01934888,0.0002051044,0.0003110155,0.00006787415,0.00009482034,0.00002842159,0.007313137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003600316,"threshold_uncertainty_score":0.01054251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2084912113","doi":"10.1142/s0219493705001390","title":"MULTI-SCALE DYNAMICS IN STOCHASTIC DELAY DIFFERENTIAL EQUATIONS WITH MULTIPLICATIVE NOISE","year":2005,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"stochastic dynamics and bifurcation","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics; Multiplicative noise; Stochastic differential equation; Noise (video); Nonlinear system; Multiplicative function; Parametric statistics; Scale (ratio); Stochastic partial differential equation; Lyapunov exponent; Delay differential equation; Envelope (radar); Applied mathematics; Lyapunov function; Mathematical analysis; Differential equation; Statistical physics; Physics; Computer science; Statistics","authors":[{"name":"Rachel Kuske","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007113829988915721,"gpt":0.2361785549207626,"spread":0.2290647249318469,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006383279,0.0006475451,0.0005860823,0.0005870504,0.0003782563,0.0009506185,0.0006093525,0.0007554067,0.001068106],"category_scores_gemma":[0.002513612,0.0003394676,0.00065842,0.0003635743,0.0009325733,0.001226705,0.001106625,0.0007545595,0.0001453253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007285133,"about_ca_system_score_gemma":0.0004362051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002260682,"about_ca_topic_score_gemma":0.001687498,"domain_scores_codex":[0.9997609,0.00006830297,0.00001421089,0.00004036125,0.00008323993,0.00003305891],"domain_scores_gemma":[0.999169,0.0004221149,0.0001928372,0.0000436051,0.000103096,0.00006928502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003979606,0.00002404926,0.0009563424,0.00006119887,0.00004589449,0.0002821163,0.0001344369,0.6691164,0.01110293,0.3135799,0.0003316345,0.004325309],"study_design_scores_gemma":[0.000004085504,0.000005745079,0.00009378048,0.000002053435,0.000003072522,0.00001398061,0.000005538262,0.9829284,0.0001974044,0.01659733,0.000144039,0.000004508969],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2206014,0.0007393578,0.7690713,0.0009370737,0.0001207146,0.00005132077,0.00007747808,0.0001382883,0.008263087],"genre_scores_gemma":[0.9749628,0.0004840269,0.01996748,0.00008862637,0.00007652561,0.00006610012,0.00003656047,0.00004408819,0.004273875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002260682,"threshold_uncertainty_score":0.0052858,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4386422562","doi":"10.1142/s0219493723500508","title":"Continuity in law for solutions of SPDES with space-time homogeneous Gaussian noise","year":2023,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and statistical mechanics","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Mathematics; Gaussian noise; Mathematical analysis; Dimension (graph theory); Noise (video); Hurst exponent; Multiplicative noise; Gaussian; Covariance; Kernel (algebra); Multiplicative function; Covariance function; Pure mathematics; Algorithm; Statistics; Image (mathematics)","authors":[{"name":"Raluca M. Balan","is_ca":true},{"name":"Xiao Liang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02454041177475081,"gpt":0.2824385261842248,"spread":0.257898114409474,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003373002,0.001045187,0.0009743148,0.002305496,0.001150827,0.002388378,0.001527938,0.002080095,0.001948796],"category_scores_gemma":[0.01387564,0.0004725843,0.001476212,0.0008454525,0.004299259,0.004297198,0.002087141,0.002850381,0.0002020872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696838,"about_ca_system_score_gemma":0.001683159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003875336,"about_ca_topic_score_gemma":0.0018402,"domain_scores_codex":[0.9990808,0.0003214141,0.00005139826,0.0001650359,0.0002188261,0.0001625162],"domain_scores_gemma":[0.9948556,0.002448201,0.0008508139,0.0002285381,0.001039935,0.000576845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009964815,0.00007282651,0.002114446,0.0001372268,0.00006386026,0.0006214512,0.0005541129,0.04265453,0.005953501,0.9435759,0.0005895319,0.003562932],"study_design_scores_gemma":[0.00004838684,0.0001233421,0.001122301,0.00006088914,0.00003128725,0.0003152346,0.0003173231,0.7024565,0.001205252,0.2930505,0.001210324,0.000058507],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.34362,0.002389623,0.6350725,0.003318442,0.00030247,0.0001096975,0.0001833417,0.0002325958,0.01477117],"genre_scores_gemma":[0.9480431,0.001499413,0.03784234,0.0004103527,0.0002445211,0.0001536239,0.0001705758,0.0001247256,0.01151134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003875336,"threshold_uncertainty_score":0.0178383,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3007821212","doi":"10.1142/s0219493720500434","title":"The complement value problem for non-local operators","year":2020,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Advanced Mathematical Modeling in Engineering","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Complement (music); Bounded function; Probabilistic logic; Lipschitz continuity; Domain (mathematical analysis); Representation (politics); Dirichlet distribution; Lipschitz domain; Kernel (algebra); Value (mathematics); Existential quantification; Pure mathematics; Discrete mathematics; Boundary value problem; Mathematical analysis","authors":[{"name":"Wei Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01376929298526348,"gpt":0.2466492731942441,"spread":0.2328799802089806,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004360258,0.00116382,0.001381208,0.001477106,0.001226909,0.003090775,0.001820981,0.002601436,0.006648834],"category_scores_gemma":[0.01270524,0.0005050746,0.00116515,0.0007878168,0.005430089,0.005496568,0.004763016,0.003397838,0.0003376189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002839431,"about_ca_system_score_gemma":0.002733764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00283459,"about_ca_topic_score_gemma":0.001552715,"domain_scores_codex":[0.9983639,0.0007419669,0.0000605201,0.0002671694,0.0003474961,0.0002188005],"domain_scores_gemma":[0.9938409,0.004377299,0.0003574633,0.000188523,0.0006720518,0.0005636659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005758758,0.00002526421,0.0001324078,0.00009015849,0.00002034129,0.0001279203,0.00008641647,0.01315897,0.0007977756,0.982385,0.0007915715,0.002326711],"study_design_scores_gemma":[0.00002658663,0.00002704747,0.0001540324,0.00003976878,0.000009837644,0.00006271854,0.0001025043,0.2487906,0.0005445437,0.7490174,0.001202712,0.00002237367],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1855193,0.002125584,0.7639154,0.005641712,0.0003955209,0.0001363185,0.0002291048,0.0001257763,0.04191132],"genre_scores_gemma":[0.8767671,0.001505627,0.07695293,0.0005794714,0.0004690049,0.0003575693,0.000395125,0.0001882916,0.04278483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006648834,"threshold_uncertainty_score":0.02305955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065184163","doi":"10.1142/s0219493701000205","title":"DERIVING CHAOTIC DYNAMICAL SYSTEMS FROM ENERGY FUNCTIONALS","year":2001,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Université de Montréal","funders":"","keywords":"Mathematics; Chaotic; Dynamical systems theory; Invariant measure; Nonlinear system; Invariant (physics); Differential equation; Mathematical analysis; Measure (data warehouse); Simple (philosophy); Dynamical system (definition); Applied mathematics; Mathematical physics; Physics","authors":[{"name":"Paul Bracken","is_ca":true},{"name":"Paweł Góra","is_ca":true},{"name":"Abraham Boyarsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009466992577158852,"gpt":0.2173963075086217,"spread":0.2079293149314628,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004536095,0.0005400872,0.0005638468,0.0007381017,0.0004130349,0.0007789618,0.0003845444,0.0005954249,0.0009847203],"category_scores_gemma":[0.00154436,0.000354841,0.0005067098,0.0004397138,0.0009644171,0.0008149046,0.00139427,0.0006374245,0.000214788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005972932,"about_ca_system_score_gemma":0.0003686269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007715774,"about_ca_topic_score_gemma":0.0007142315,"domain_scores_codex":[0.9998685,0.00004225025,0.00001277142,0.00002027469,0.00004315087,0.0000130103],"domain_scores_gemma":[0.999749,0.00008472088,0.00005692281,0.00002935925,0.00005148209,0.00002851254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001295276,0.00001576469,0.000715479,0.0001023473,0.00004357712,0.0001799585,0.0002135972,0.1820664,0.005758904,0.796958,0.0005978929,0.01333508],"study_design_scores_gemma":[0.000006551227,0.00001453668,0.0003513125,0.00001509955,0.000008087726,0.00005387647,0.00003108324,0.541326,0.001020593,0.4555043,0.001650834,0.00001781066],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2946023,0.001844619,0.6779995,0.0009372435,0.0001702536,0.00006096286,0.0001290281,0.0001976208,0.02405853],"genre_scores_gemma":[0.9229255,0.001253287,0.06881514,0.00009971515,0.0001338762,0.00007005207,0.0001308832,0.0000982135,0.006473279],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0009847203,"threshold_uncertainty_score":0.004333735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2005993889","doi":"10.1142/s0219493712500086","title":"A LIMIT THEOREM FOR OCCUPATION MEASURES OF LÉVY PROCESSES IN COMPACT GROUPS","year":2012,"lang":"en","type":"preprint","venue":"Stochastics and Dynamics","topic":"advanced mathematical theories","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Metrization theorem; Mathematics; Limit (mathematics); Measure (data warehouse); Probability measure; Locally compact space; Pure mathematics; Central limit theorem; Mathematical analysis; Statistics; Computer science","authors":[{"name":"Arno Berger","is_ca":true},{"name":"Steven N. Evans","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07989196638847422,"gpt":0.3475292698579427,"spread":0.2676373034694685,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002893572,0.0008598792,0.0009552972,0.00264967,0.001541766,0.002536213,0.001491354,0.001335582,0.005462867],"category_scores_gemma":[0.01234652,0.0003928295,0.00142311,0.001273446,0.004011266,0.005345405,0.002740202,0.002500298,0.0006736838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001597502,"about_ca_system_score_gemma":0.0009338964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005658118,"about_ca_topic_score_gemma":0.000433257,"domain_scores_codex":[0.9987677,0.0003140351,0.00008289562,0.0002764447,0.0004051004,0.0001538679],"domain_scores_gemma":[0.9952958,0.002666317,0.0004604531,0.0003152701,0.0006925245,0.0005695797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001877728,0.0000201603,0.0003176015,0.00006631803,0.00001603144,0.000153899,0.0001820185,0.001944784,0.00209687,0.9903094,0.0007699557,0.00410407],"study_design_scores_gemma":[0.00001934419,0.0000469048,0.000551275,0.00003137705,0.00001447744,0.0004224449,0.00007002959,0.02919985,0.001270595,0.9642901,0.004059745,0.00002374557],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2307086,0.004232303,0.7030223,0.003417971,0.0008142669,0.0001307326,0.0004677761,0.0005093802,0.05669663],"genre_scores_gemma":[0.9207631,0.002012063,0.06094234,0.0008803516,0.001050135,0.0004566755,0.0002604216,0.0001761754,0.01345862],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005462867,"threshold_uncertainty_score":0.01827508,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2965600004","doi":"10.1142/s0219493721500258","title":"Higher order asymptotics for large deviations — Part II","year":2020,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Army Research Office","keywords":"Large deviations theory; Asymptotic expansion; Rate function; Stochastic differential equation; Order (exchange); Manifold (fluid mechanics); Method of matched asymptotic expansions; Stochastic process","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02690656509287095,"gpt":0.2258330266386297,"spread":0.1989264615457587,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002245522,0.0008087037,0.0005411039,0.001654756,0.0005371791,0.001787437,0.0009006638,0.0008549458,0.006129026],"category_scores_gemma":[0.008329604,0.0002287164,0.001433611,0.0008413686,0.001744585,0.002632554,0.001646398,0.00291375,0.001035668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080696,"about_ca_system_score_gemma":0.0006006314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007984073,"about_ca_topic_score_gemma":0.000571083,"domain_scores_codex":[0.9992942,0.000194548,0.0000382789,0.0001095286,0.0002721536,0.00009127424],"domain_scores_gemma":[0.9971548,0.001560882,0.000253301,0.0003455538,0.0004892087,0.000196277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000010175,0.00002903405,0.0003200498,0.00008248756,0.00001429562,0.0001437827,0.0001335545,0.00905721,0.003802111,0.9755973,0.001988869,0.008821173],"study_design_scores_gemma":[0.000006861136,0.00002893493,0.000855096,0.00006299595,0.00001289305,0.0003273591,0.00005220272,0.2240361,0.002299633,0.7654155,0.006875225,0.00002711617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06528888,0.002003167,0.8440996,0.002316091,0.0006885855,0.00006686043,0.0001543241,0.0005880921,0.08479437],"genre_scores_gemma":[0.8550982,0.002824701,0.1038696,0.001475682,0.001448792,0.0002311133,0.0003006721,0.000545965,0.03420527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006129026,"threshold_uncertainty_score":0.02050364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4367549770","doi":"10.1142/s021949372350034x","title":"Periodic measures for a class of SPDEs with regime-switching","year":2023,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Irreducibility; Uniqueness; Semigroup; Degenerate energy levels; Lyapunov function; Class (philosophy); Stochastic partial differential equation; Mathematical analysis; Ordinary differential equation; Applied mathematics; Partial differential equation; Differential equation; Pure mathematics; Nonlinear system","authors":[{"name":"Chun Ho Lau","is_ca":true},{"name":"Wei Sun","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02276082150704437,"gpt":0.2254757473822279,"spread":0.2027149258751836,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007949326,0.000476891,0.0006254456,0.001020838,0.0006858354,0.001246046,0.0006177182,0.0009738374,0.001386363],"category_scores_gemma":[0.001768946,0.0003330821,0.001242903,0.0003084701,0.001658532,0.0009761917,0.001072084,0.0008952419,0.00009131523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006771972,"about_ca_system_score_gemma":0.0005503152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008642121,"about_ca_topic_score_gemma":0.0005516154,"domain_scores_codex":[0.9997213,0.0000629675,0.0000214488,0.00005869608,0.00008177746,0.00005376319],"domain_scores_gemma":[0.9990747,0.0003703671,0.0002528559,0.00005708266,0.0001191244,0.0001259021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004914111,0.0000963941,0.003427653,0.0001550054,0.0001415265,0.0009797957,0.0002830957,0.1208278,0.01785063,0.8481146,0.0007102719,0.007364117],"study_design_scores_gemma":[0.00002097973,0.00008015019,0.001338634,0.00002481502,0.00002330653,0.0003999444,0.00008187783,0.8095791,0.001208776,0.1862279,0.0009821813,0.0000323051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5168788,0.001360205,0.4657813,0.000687618,0.0001758379,0.00008942079,0.0001559323,0.0001172253,0.01475366],"genre_scores_gemma":[0.9810783,0.0004088742,0.01506587,0.00005811343,0.00007922337,0.00007510918,0.00006779824,0.00002138006,0.003145312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001386363,"threshold_uncertainty_score":0.004913449,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2008657581","doi":"10.1142/s0219493706001682","title":"INVARIANT DENSITIES FOR POSITION-DEPENDENT RANDOM MAPS ON THE REAL LINE: EXISTENCE, APPROXIMATION AND ERROR BOUNDS","year":2006,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Countable set; Piecewise; Monotonic function; Invariant (physics); Real line; Absolute continuity; Probability mass function; Transformation (genetics); Probability density function; Position (finance); Random variable; Mathematical analysis; Discrete mathematics; Statistics","authors":[{"name":"Wael Bahsoun","is_ca":true},{"name":"Paweł Góra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02678742033532185,"gpt":0.2731412633327489,"spread":0.246353842997427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006981023,0.001255191,0.0009146952,0.00295008,0.0007051791,0.002453621,0.002078437,0.001890419,0.001251612],"category_scores_gemma":[0.04151185,0.0007024167,0.001072158,0.001218998,0.004935762,0.004822553,0.003427499,0.003139087,0.0003405116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002666833,"about_ca_system_score_gemma":0.0007913434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001963044,"about_ca_topic_score_gemma":0.0009718136,"domain_scores_codex":[0.9977451,0.0009281505,0.00009556945,0.0002899017,0.0007609182,0.0001802827],"domain_scores_gemma":[0.9687454,0.02487869,0.002168812,0.001501242,0.001876851,0.0008290808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007699387,0.00004448539,0.00121571,0.0001376146,0.00005121683,0.0001954267,0.0003082422,0.1781249,0.002769318,0.8053315,0.000462674,0.01128191],"study_design_scores_gemma":[0.000006153989,0.00002252894,0.0002612016,0.00002729055,0.00001302041,0.00008023327,0.00003192406,0.8542956,0.001169398,0.1436309,0.0004395707,0.00002221192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05074576,0.00117424,0.9435111,0.0004510682,0.0000626135,0.0000380292,0.0000469212,0.0001548699,0.003815502],"genre_scores_gemma":[0.8191835,0.002381573,0.1716326,0.000176963,0.0001798393,0.0002005093,0.000201505,0.0001863822,0.005857076],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006981023,"threshold_uncertainty_score":0.03691965,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4415465097","doi":"10.1142/s0219493725500327","title":"Quasi-compactness of Frobenius–Perron operator for piecewise expanding C1+𝜀 maps of an interval","year":2025,"lang":"en","type":"article","venue":"Stochastics and Dynamics","topic":"Mathematical Dynamics and Fractals","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Piecewise; Absolute continuity; Ergodic theory; Operator (biology); Mixing (physics); Invariant measure; Interval (graph theory); Invariant (physics)","authors":[{"name":"Aparna Rajput","is_ca":true},{"name":"Paweł Góra","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02450680878243814,"gpt":0.3427146085648287,"spread":0.3182077997823905,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001686532,0.0006605236,0.0006345,0.001559983,0.0007994499,0.001257626,0.0009250437,0.0007304258,0.001986759],"category_scores_gemma":[0.005318917,0.0003044347,0.0007934874,0.0003953177,0.002841966,0.002972635,0.001762096,0.00133259,0.0001768057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009532274,"about_ca_system_score_gemma":0.0004361826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004162,"about_ca_topic_score_gemma":0.0004605791,"domain_scores_codex":[0.9991893,0.0001909101,0.00004230172,0.0001936402,0.0002548571,0.0001289433],"domain_scores_gemma":[0.9963027,0.002068921,0.000589958,0.0002049836,0.0004408403,0.0003926066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001314147,0.00004027471,0.001578455,0.000205416,0.00004432969,0.0007090154,0.0008009953,0.02123378,0.0344984,0.9328694,0.0004625562,0.00742599],"study_design_scores_gemma":[0.00003216598,0.0002466196,0.004077246,0.00005397989,0.00003196638,0.001242528,0.0003105098,0.5431224,0.01137914,0.4363818,0.003028571,0.00009312454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5258099,0.001336083,0.452924,0.0007228279,0.00009541838,0.00004391227,0.0001389672,0.0001633583,0.01876565],"genre_scores_gemma":[0.9660899,0.0005107428,0.0292185,0.0001007283,0.00009319013,0.00006438774,0.00006632679,0.00004927231,0.003806918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001986759,"threshold_uncertainty_score":0.008919299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}