{"id":"W3163219304","doi":"10.1016/j.mbs.2021.108720","title":"Uniqueness of weakly reversible and deficiency zero realizations of dynamical systems","year":2021,"lang":"en","type":"preprint","venue":"Mathematical Biosciences","topic":"Protein Structure and Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Simons Foundation; National Science Foundation","keywords":"Uniqueness; Multistability; Mathematics; Zero (linguistics); Dynamical systems theory; Action (physics); Dynamical system (definition); Realization (probability); Invariant (physics); Statistical physics; Pure mathematics; Mathematical analysis; Physics; Mathematical physics; Nonlinear system; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002948284,0.0001466724,0.0003366375,0.00006001631,0.00004656942,0.00003820302,0.0003004128,0.0002918605,0.000004736175],"category_scores_gemma":[0.0002961739,0.0001174518,0.00007854582,0.0001682956,0.0005705583,0.000003869947,0.0005762377,0.00009538646,1.908191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007961836,"about_ca_system_score_gemma":0.0002057292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005473685,"about_ca_topic_score_gemma":0.00001102707,"domain_scores_codex":[0.9987842,0.00006922504,0.0003906991,0.0003690372,0.0002388068,0.0001479933],"domain_scores_gemma":[0.9991112,0.00003299471,0.0002309829,0.0003945265,0.0001659885,0.00006435235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002528262,0.0003239886,0.001847612,0.005996794,0.00007627896,0.000005127846,0.0004383519,0.001662387,0.8401684,0.148468,0.00007835007,0.0009093808],"study_design_scores_gemma":[0.00103296,0.001610119,0.005215719,0.005230584,0.0006369604,0.0003006053,0.004679518,0.09618034,0.6282174,0.2536421,0.0006168639,0.002636823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.852939,0.001578492,0.1428046,0.00005225994,0.0001675087,0.0002750917,0.00009359608,0.000007746618,0.002081755],"genre_scores_gemma":[0.9901432,0.0002696349,0.009385727,0.000010651,0.00001409894,0.0000117627,0.00006173469,0.000007291825,0.00009591011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.211951,"threshold_uncertainty_score":0.4789546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147511387815303,"score_gpt":0.2589438803682633,"score_spread":0.2474687664901103,"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."}}