{"id":"W4393899141","doi":"10.1103/physreve.109.044105","title":"Universal slow dynamics of chemical reaction networks","year":2024,"lang":"en","type":"article","venue":"Physical review. E","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Non-equilibrium thermodynamics; Statistical physics; Monotonic function; Computer science; Physics; Mathematics; Thermodynamics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00005461678,0.0001217195,0.0002679731,0.00001393385,0.00001660459,0.00001013332,0.0001002104,0.00001822577,0.00005227505],"category_scores_gemma":[0.00001054558,0.0001042138,0.0001626076,0.0001923136,0.0000361584,0.00007380056,0.00004166611,0.0002185319,0.00002424819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000428686,"about_ca_system_score_gemma":0.0000211204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001211016,"about_ca_topic_score_gemma":2.671612e-7,"domain_scores_codex":[0.9993336,0.00002102934,0.0001708875,0.0001977957,0.0001182375,0.0001584548],"domain_scores_gemma":[0.9995515,0.0001333166,0.00004933744,0.0001591004,0.00003845573,0.00006822757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004017926,0.00005893169,0.000005212402,0.0001516618,0.00003135871,0.000001440152,0.000006166834,0.00003741355,0.002684645,0.8683497,0.0001097763,0.1285596],"study_design_scores_gemma":[0.00005469021,0.00002458411,0.000006115044,0.0004896281,0.00008093107,4.274394e-7,0.000007528552,0.7063802,0.0003171028,0.2912355,0.001290315,0.000112951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02660563,0.001817942,0.9601804,0.0003288093,0.0002904741,0.0002539653,0.0001432384,0.00006415149,0.01031537],"genre_scores_gemma":[0.9987352,0.0003158195,0.000472322,0.00002652428,0.0002450466,0.000008966894,0.0001179604,0.00002005101,0.00005807375],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9721296,"threshold_uncertainty_score":0.4249714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006099497121717413,"score_gpt":0.2885345851320527,"score_spread":0.2824350880103352,"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."}}