{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"6c3ee1cbf896","filters":{"venue":"Cybernetics and Systems Analysis"}},"results":[{"id":"W2913465916","doi":"10.1007/s10559-019-00119-6","title":"Continuous Model for the Devastating Oscillation Dynamics of Local Forest Pest Populations in Canada*","year":2019,"lang":"en","type":"article","venue":"Cybernetics and Systems Analysis","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"PEST analysis; Oscillation (cell signaling); Geography; Dynamics (music); Environmental science; Ecology; Agroforestry; Biology; Physics","authors":[{"name":"A. Yu. Perevaryukha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0127474491036352,"gpt":0.2167702603216225,"spread":0.2040228112179873,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002211518,0.0000562873,0.0001608332,0.00004035325,0.00005439169,0.00001099197,0.00006955759,0.00002535538,0.00001993105],"category_scores_gemma":[0.00001027984,0.00004275382,0.00003545226,0.0002322821,0.00003922452,0.00002403975,0.00004101185,0.00003106088,0.0000011786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943475,"about_ca_system_score_gemma":0.00002206751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7531828,"about_ca_topic_score_gemma":0.9939038,"domain_scores_codex":[0.9994006,0.00001868881,0.0002343514,0.0001231616,0.000110705,0.000112497],"domain_scores_gemma":[0.9996432,0.0000844192,0.0001126711,0.0001268723,0.00001210315,0.00002072649],"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":[0.000001536539,0.000003268901,0.4451604,0.000006299681,0.0000268634,1.154135e-7,0.00006126769,0.5490614,0.00000199652,0.005386301,0.0000190192,0.0002715959],"study_design_scores_gemma":[0.00006954918,0.000007421323,0.3740142,0.000002597332,0.00008754093,1.96524e-7,0.0005407557,0.6250532,1.418873e-7,0.0001709318,0.00002181057,0.0000316385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8611226,0.00004213525,0.1380361,0.00004124985,0.00005053527,0.0002671044,0.00001593852,0.000001591429,0.0004227503],"genre_scores_gemma":[0.9991497,0.000006873252,0.0002089161,0.00001642971,0.000002943225,0.00001723348,0.00002245292,0.000003773655,0.0005716701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2407211,"threshold_uncertainty_score":0.2484608,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2031689646","doi":"10.1007/s10559-005-0088-6","title":"Stability Analysis of Stochastic Dynamic Systems under Poisson Perturbations. I. General Analysis of Stability of Solutions of Stochastic Differential Equations under Poisson Perturbations","year":2005,"lang":"en","type":"article","venue":"Cybernetics and Systems Analysis","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University","funders":"","keywords":"Poisson distribution; Stability (learning theory); Mathematics; Nonlinear system; Stochastic differential equation; Exponential stability; Applied mathematics; Mean square; Lyapunov function; Differential equation; Mathematical analysis; Computer science; Statistics; Physics","authors":[{"name":"I. V. Darijtchuk","is_ca":false},{"name":"V. K. Jasynsky","is_ca":false},{"name":"E. V. Jasynsky","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03040674032789642,"gpt":0.2323477679909052,"spread":0.2019410276630088,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006785938,0.0002967554,0.00173569,0.001150364,0.000237529,0.00003646707,0.0002238997,0.0001483508,0.0007652396],"category_scores_gemma":[0.0001448522,0.0002483782,0.0008056037,0.003788365,0.0005557844,0.0001177776,0.00005370328,0.0001124284,0.000001737573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008215263,"about_ca_system_score_gemma":0.0000557058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02485817,"about_ca_topic_score_gemma":0.02592456,"domain_scores_codex":[0.9963582,0.000352513,0.001658823,0.0005078524,0.0007938192,0.0003287819],"domain_scores_gemma":[0.9969372,0.0009376845,0.001027335,0.000637503,0.0003024382,0.0001578846],"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":[0.00001748532,0.0002122551,0.09932634,0.00005945168,0.01632326,5.876988e-8,0.001259506,0.8806452,0.0003695212,0.001645247,0.000002662391,0.0001390273],"study_design_scores_gemma":[0.0001216234,0.00005405632,0.4058286,0.00001129473,0.0245623,1.34123e-7,0.002680877,0.5665795,0.00000470829,0.00003408326,5.154075e-7,0.0001222968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6237694,0.002256852,0.3721076,0.00004442888,0.0000464394,0.0002285898,0.001482494,0.000007028107,0.00005710697],"genre_scores_gemma":[0.9985242,0.00006845392,0.0001848354,0.000003867063,0.00002034084,0.000009374824,0.001044128,0.000006731624,0.000137992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3747548,"threshold_uncertainty_score":0.9999968,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}