{"id":"W3012535847","doi":"10.1016/j.mbs.2020.108387","title":"Delay stability of reaction systems","year":2020,"lang":"en","type":"preprint","venue":"Mathematical Biosciences","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Stability (learning theory); Exponential stability; Work (physics); Delay differential equation; Mathematics; Action (physics); Applied mathematics; Control theory (sociology); Differential equation; Computer science; Physics; Mathematical analysis; Thermodynamics; Nonlinear system; Control (management)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113844,0.00103957,0.0007758593,0.001301113,0.0005217899,0.002050844,0.0008537348,0.00101059,0.004442716],"category_scores_gemma":[0.006461607,0.0004033939,0.0007546814,0.0008403042,0.001454948,0.001938759,0.001432841,0.001726928,0.0004856474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00207668,"about_ca_system_score_gemma":0.0009288003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236741,"about_ca_topic_score_gemma":0.0006840514,"domain_scores_codex":[0.9995335,0.0001509908,0.00001654017,0.0001223437,0.0001210118,0.00005553853],"domain_scores_gemma":[0.9976543,0.001586054,0.0002171465,0.0000983667,0.0002772805,0.0001669635],"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":[0.0001157065,0.0000382885,0.0005574198,0.0001284633,0.00006457257,0.00007874479,0.0001348774,0.1006918,0.005445016,0.8824579,0.001902946,0.008384291],"study_design_scores_gemma":[0.00002233042,0.00001964015,0.0002489608,0.00001240415,0.0000166158,0.00003061372,0.00002084545,0.3535453,0.001052252,0.643146,0.001872079,0.00001291926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2364314,0.00592148,0.6961176,0.004566412,0.0005096531,0.00009155738,0.0006471083,0.0002901001,0.05542468],"genre_scores_gemma":[0.9564999,0.002117208,0.01513765,0.0002289516,0.0003563201,0.0001284026,0.0002747843,0.0001077865,0.02514912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004442716,"threshold_uncertainty_score":0.01506746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0328610087079921,"score_gpt":0.271495796415308,"score_spread":0.2386347877073159,"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."}}