{"id":"W2895048164","doi":"10.1007/978-981-10-8046-3_5","title":"Large-Scale Stochastic Impulsive Systems with Time Delay","year":2018,"lang":"en","type":"book-chapter","venue":"Nonlinear physical science","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Interconnection; Property (philosophy); Stability (learning theory); Nonlinear system; Scale (ratio); Computer science; Control theory (sociology); Perturbation (astronomy); Stochastic process; Focus (optics); Mathematics; Mathematical optimization; Telecommunications; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002649621,0.0003352168,0.0006437376,0.0001769231,0.0003735953,0.0001511171,0.0007540103,0.0001495008,0.0001876036],"category_scores_gemma":[0.00005013286,0.000306736,0.0001165889,0.0003111314,0.0008920538,0.0002014383,0.0002009451,0.0003058361,0.008431193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001593289,"about_ca_system_score_gemma":0.0001987382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002745673,"about_ca_topic_score_gemma":0.000007227473,"domain_scores_codex":[0.9978414,0.000001019055,0.0004182256,0.001004901,0.000198766,0.00053568],"domain_scores_gemma":[0.9983373,0.00005796805,0.0005077327,0.000604113,0.0002636851,0.000229244],"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":[0.00001567266,0.0001122431,0.000002003581,0.00002520297,0.00002212042,0.000002610724,0.0004234125,0.0001336219,0.00002365463,0.9987999,0.0002166066,0.0002229962],"study_design_scores_gemma":[0.0006885605,0.0008132047,0.00009293287,0.0002783488,0.00007100186,0.00003699245,0.00005490589,0.2700099,0.00001800732,0.6052334,0.1211036,0.001599092],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00180912,0.0004938009,0.6085221,0.0001458207,0.0004213943,0.0009694819,0.002476293,0.0001379656,0.385024],"genre_scores_gemma":[0.4708418,0.00005055616,0.01663231,0.0007741532,0.01387436,0.0004921232,0.0004549562,0.0005531766,0.4963266],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5918898,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261519936060009,"score_gpt":0.2210064008168423,"score_spread":0.2083912014562422,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}