{"id":"W2945202071","doi":"10.1007/978-3-030-06212-5","title":"Impulsive Systems on Hybrid Time Domains","year":2019,"lang":"en","type":"book","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":71,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Stability (learning theory); Control theory (sociology); Computer science; Differential equation; Control (management); Mathematics; Mathematical analysis; Artificial intelligence","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":["insufficient_payload"],"category_scores_codex":[0.00006973153,0.0002947513,0.0004460139,0.00005808765,0.00008421917,0.0001126444,0.0002505296,0.0001058005,0.001371982],"category_scores_gemma":[0.000001073966,0.0002637681,0.0002346694,0.00002317066,0.00004243094,0.00004475899,0.00006873506,0.0003257242,0.008521517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118086,"about_ca_system_score_gemma":0.00029769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001162937,"about_ca_topic_score_gemma":2.714239e-7,"domain_scores_codex":[0.9988953,0.00002311481,0.0002607715,0.0003413031,0.0002302443,0.0002492765],"domain_scores_gemma":[0.9991345,0.00008820173,0.0002147452,0.0003937341,0.00008390088,0.00008490689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004686712,0.00003143577,0.00004450855,0.00002737268,0.0001719411,0.00000286774,0.00003111965,0.0001914678,0.000004436377,0.7578331,0.2403866,0.001270538],"study_design_scores_gemma":[0.0004244816,0.0001412387,0.00001944588,0.0002994208,0.00004626012,7.788023e-7,0.00004747984,0.002497027,0.00001008634,0.02802284,0.9676867,0.0008042717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004171524,0.00002839665,0.0002858492,0.00003417347,0.0009077209,0.0004561822,0.0006759734,0.00003961708,0.997155],"genre_scores_gemma":[0.01114352,0.000004127678,0.00001357315,0.0001136419,0.001215115,0.00001721007,0.0006872708,0.0000517146,0.9867538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7298102,"threshold_uncertainty_score":0.9999815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004423637824941039,"score_gpt":0.222308119783332,"score_spread":0.2178844819583909,"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."}}