{"meta":{"query_hash":"edf4b569f1e5","filters":{"venue":"Journal of Automation and Information Sciences"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/edf4b569f1e5","api":"https://metacan.xera.ac/api/v1/cohort?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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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","score_opus":0.01922483977574161,"score_gpt":0.26944709556530294,"score_spread":0.2502222557895613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982176611","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6516933,0.000030420688,0.34777668,0.00007704207,0.00005778415,0.00030897005,0.000017370323,0.000011361628,0.000027094618],"genre_scores_gemma":[0.9891383,0.000013862913,0.01080073,0.000014317748,0.000011879024,0.0000047881317,0.000009120596,0.0000048740458,0.000002134685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99716204,0.00016287838,0.0014284146,0.00013449868,0.00094564,0.00016654546],"domain_scores_gemma":[0.9957733,0.0005545451,0.0025028393,0.00017025473,0.00087952043,0.00011952132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161247,0.0001826365,0.0005543769,0.0005528884,0.00013919464,0.00023201237,0.00015306252,0.00006914748,0.000007390159],"category_scores_gemma":[0.0006955976,0.00011645693,0.00006093718,0.00063148554,0.00034141238,0.002440437,0.000021982089,0.00012551299,2.4196234e-7],"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":[0.0043966263,0.0029037457,0.019584352,0.008276933,0.001992084,0.0000074848986,0.06447414,0.7510276,0.0056753284,0.053567402,0.00020495708,0.08788935],"study_design_scores_gemma":[0.0011349177,0.0015477028,0.006922347,0.000620963,0.0002704653,0.00008043703,0.00829518,0.9799138,0.000103912644,0.0009161527,0.0000012619537,0.00019287929],"about_ca_topic_score_codex":0.000052656265,"about_ca_topic_score_gemma":0.000011748097,"teacher_disagreement_score":0.337445,"about_ca_system_score_codex":0.000070997,"about_ca_system_score_gemma":0.00017094014,"threshold_uncertainty_score":0.4748976},"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,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_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)","score_opus":0.020451877226538743,"score_gpt":0.256202234774241,"score_spread":0.23575035754770224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138470059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26892066,0.00006410933,0.72865605,0.00020851057,0.000049184622,0.00015004126,0.0000031222346,0.00001961124,0.0019286902],"genre_scores_gemma":[0.9926565,0.00001710379,0.0072318134,0.000085786945,0.0000036151912,0.0000013748089,5.6924597e-7,6.002824e-7,0.0000025895768],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855673,0.000053386037,0.0006773996,0.00006733458,0.00054878544,0.00009634042],"domain_scores_gemma":[0.9983234,0.00006490636,0.0009999824,0.00010116845,0.00043656112,0.000073971874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014287216,0.00008599535,0.0002084623,0.0002997825,0.00012710535,0.00031249833,0.00022503713,0.000038268772,0.0000014090629],"category_scores_gemma":[0.000059228725,0.000056399564,0.000019654255,0.00033247878,0.0001357609,0.012381669,0.000025490335,0.00008513657,0.0000014235617],"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":[0.0003690281,0.00015164768,0.0011561062,0.00058114214,0.000074895055,0.0000011256337,0.082473345,0.16785663,0.00088809687,0.6128488,0.00019694888,0.13340221],"study_design_scores_gemma":[0.00036268815,0.0006835497,0.004913008,0.00013769828,0.000004758684,0.00010426163,0.0014474337,0.9917188,0.000061429666,0.00045241104,0.000038907663,0.00007501378],"about_ca_topic_score_codex":0.000008820865,"about_ca_topic_score_gemma":0.000002093559,"teacher_disagreement_score":0.8238622,"about_ca_system_score_codex":0.00003031676,"about_ca_system_score_gemma":0.00015930638,"threshold_uncertainty_score":0.8976411},"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,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fishery; Atlantic cod; Environmental science; Biology; Fish <Actinopterygii>","score_opus":0.029606530183493008,"score_gpt":0.25726733671094,"score_spread":0.22766080652744697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2744073287","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915262,0.0000753792,0.00007653438,0.00031554513,0.000078059886,0.000057364858,0.000016297918,0.000001481373,0.007853142],"genre_scores_gemma":[0.99934435,0.0002008374,0.00038617465,0.000040490297,0.000019171535,7.691866e-8,0.000003851106,2.7498731e-7,0.000004749832],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99924546,0.000018256622,0.00035852884,0.00003808761,0.000257075,0.000082598286],"domain_scores_gemma":[0.9992176,0.000024875882,0.00056910457,0.00004022356,0.00006774503,0.0000803927],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004715736,0.000053844327,0.00016826292,0.00018057044,0.00045895783,0.00013897281,0.000121429264,0.000018266785,0.0000870316],"category_scores_gemma":[0.0000482805,0.000037284382,0.000019912173,0.000069814225,0.00029855987,0.0019093612,0.000014325177,0.000038381262,0.0000023466087],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021994492,0.00000582568,0.9452524,0.000038246686,0.00002131595,6.532985e-7,0.005698657,0.03316513,0.000009211455,0.00013780345,0.0001828108,0.015465938],"study_design_scores_gemma":[0.00026401042,0.00015978715,0.622317,0.00003618503,0.0000095000205,0.000015485972,0.0027334066,0.3733096,0.00003755288,0.00008035952,0.0009888267,0.00004823837],"about_ca_topic_score_codex":0.04651795,"about_ca_topic_score_gemma":0.039613955,"teacher_disagreement_score":0.3401445,"about_ca_system_score_codex":0.0000048609677,"about_ca_system_score_gemma":0.0000715235,"threshold_uncertainty_score":0.9779106},"labels":[],"label_agreement":null}]}