{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"edf4b569f1e5","filters":{"venue":"Journal of Automation and Information Sciences"}},"results":[{"id":"W1982176611","doi":"10.1615/jautomatinfscien.v41.i2.10","title":"Stabilization of Stochastic Diffusive Dynamical Systems with Impulse Markov Switchings and Parameters. Part I. Stability of Impulse Stochastic Systems with Markov Parameters","year":2009,"lang":"en","type":"article","venue":"Journal of Automation and Information Sciences","topic":"Nonlinear Differential Equations Analysis","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":"Athabasca University","funders":"","keywords":"Impulse (physics); Markov chain; Markov process; Stability (learning theory); Exponential stability; Control theory (sociology); Mathematics; Applied mathematics; Impulse control; Dynamical systems theory; Mathematical optimization; Computer science; Control (management); Physics; Statistics; Classical mechanics; Nonlinear system; Medicine","authors":[{"name":"Taras Lukashiv","is_ca":false},{"name":"Vladimir K. Yasinskiy","is_ca":false},{"name":"Evgeniy V. Yasinskiy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01922483977574161,"gpt":0.2694470955653029,"spread":0.2502222557895613,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161247,0.0001826365,0.0005543769,0.0005528884,0.0001391946,0.0002320124,0.0001530625,0.00006914748,0.000007390159],"category_scores_gemma":[0.0006955976,0.0001164569,0.00006093718,0.0006314855,0.0003414124,0.002440437,0.00002198209,0.000125513,2.419623e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000070997,"about_ca_system_score_gemma":0.0001709401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005265627,"about_ca_topic_score_gemma":0.0000117481,"domain_scores_codex":[0.997162,0.0001628784,0.001428415,0.0001344987,0.00094564,0.0001665455],"domain_scores_gemma":[0.9957733,0.0005545451,0.002502839,0.0001702547,0.0008795204,0.0001195213],"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":[0.004396626,0.002903746,0.01958435,0.008276933,0.001992084,0.000007484899,0.06447414,0.7510276,0.005675328,0.0535674,0.0002049571,0.08788935],"study_design_scores_gemma":[0.001134918,0.001547703,0.006922347,0.000620963,0.0002704653,0.00008043703,0.00829518,0.9799138,0.0001039126,0.0009161527,0.000001261954,0.0001928793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6516933,0.00003042069,0.3477767,0.00007704207,0.00005778415,0.00030897,0.00001737032,0.00001136163,0.00002709462],"genre_scores_gemma":[0.9891383,0.00001386291,0.01080073,0.00001431775,0.00001187902,0.000004788132,0.000009120596,0.000004874046,0.000002134685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.337445,"threshold_uncertainty_score":0.4748976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2744073287","doi":"10.1615/jautomatinfscien.v49.i6.20","title":"Comparative Modeling of Two Especial Scenarios of Bioresources Collapses: Canadian Atlantic Cod and Caspian Sea Sturgeon","year":2017,"lang":"en","type":"article","venue":"Journal of Automation and Information Sciences","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fishery; Atlantic cod; Environmental science; Biology; Fish <Actinopterygii>","authors":[{"name":"A. Yu. Perevaryukha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02960653018349301,"gpt":0.25726733671094,"spread":0.227660806527447,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004715736,0.00005384433,0.0001682629,0.0001805704,0.0004589578,0.0001389728,0.0001214293,0.00001826678,0.0000870316],"category_scores_gemma":[0.0000482805,0.00003728438,0.00001991217,0.00006981422,0.0002985599,0.001909361,0.00001432518,0.00003838126,0.000002346609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004860968,"about_ca_system_score_gemma":0.0000715235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04651795,"about_ca_topic_score_gemma":0.03961395,"domain_scores_codex":[0.9992455,0.00001825662,0.0003585288,0.00003808761,0.000257075,0.00008259829],"domain_scores_gemma":[0.9992176,0.00002487588,0.0005691046,0.00004022356,0.00006774503,0.0000803927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002199449,0.00000582568,0.9452524,0.00003824669,0.00002131595,6.532985e-7,0.005698657,0.03316513,0.000009211455,0.0001378035,0.0001828108,0.01546594],"study_design_scores_gemma":[0.0002640104,0.0001597871,0.622317,0.00003618503,0.00000950002,0.00001548597,0.002733407,0.3733096,0.00003755288,0.00008035952,0.0009888267,0.00004823837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915262,0.0000753792,0.00007653438,0.0003155451,0.00007805989,0.00005736486,0.00001629792,0.000001481373,0.007853142],"genre_scores_gemma":[0.9993443,0.0002008374,0.0003861747,0.0000404903,0.00001917154,7.691866e-8,0.000003851106,2.749873e-7,0.000004749832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3401445,"threshold_uncertainty_score":0.9779106,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2138470059","doi":"10.1615/jautomatinfscien.v41.i7.20","title":"Stability of Stochastic Adaptive Dynamic Systems without Aftereffect and with Reference Model","year":2009,"lang":"en","type":"article","venue":"Journal of Automation and Information Sciences","topic":"Cybersecurity and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University","funders":"","keywords":"Stability (learning theory); Control theory (sociology); Computer science; Lyapunov function; Lyapunov stability; Control engineering; Engineering; Artificial intelligence; Machine learning; Nonlinear system; Control (management)","authors":[{"name":"Evgeniy V. Yasinskiy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02045187722653874,"gpt":0.256202234774241,"spread":0.2357503575477022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001428722,0.00008599535,0.0002084623,0.0002997825,0.0001271053,0.0003124983,0.0002250371,0.00003826877,0.000001409063],"category_scores_gemma":[0.00005922873,0.00005639956,0.00001965426,0.0003324788,0.0001357609,0.01238167,0.00002549034,0.00008513657,0.000001423562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003031676,"about_ca_system_score_gemma":0.0001593064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008820865,"about_ca_topic_score_gemma":0.000002093559,"domain_scores_codex":[0.9985567,0.00005338604,0.0006773996,0.00006733458,0.0005487854,0.00009634042],"domain_scores_gemma":[0.9983234,0.00006490636,0.0009999824,0.0001011685,0.0004365611,0.00007397187],"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":[0.0003690281,0.0001516477,0.001156106,0.0005811421,0.00007489506,0.000001125634,0.08247335,0.1678566,0.0008880969,0.6128488,0.0001969489,0.1334022],"study_design_scores_gemma":[0.0003626882,0.0006835497,0.004913008,0.0001376983,0.000004758684,0.0001042616,0.001447434,0.9917188,0.00006142967,0.000452411,0.00003890766,0.00007501378],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2689207,0.00006410933,0.7286561,0.0002085106,0.00004918462,0.0001500413,0.000003122235,0.00001961124,0.00192869],"genre_scores_gemma":[0.9926565,0.00001710379,0.007231813,0.00008578695,0.000003615191,0.000001374809,5.69246e-7,6.002824e-7,0.000002589577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8238622,"threshold_uncertainty_score":0.8976411,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}