{"id":"W2950530125","doi":"10.48550/arxiv.1101.1663","title":"Linear Conjugacy of Chemical Reaction Networks","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Ordinary differential equation; Conjugacy class; Action (physics); Network dynamics; Work (physics); Mathematics; Chemical Dynamics; Computer science; Dynamics (music); Phenomenon; Differential equation; Statistical physics; Pure mathematics; Discrete mathematics; Physics; Mathematical analysis; Chemical physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00134103,0.000521142,0.0005053942,0.001010636,0.0008295212,0.002248363,0.0006817079,0.0009962241,0.005226446],"category_scores_gemma":[0.008153086,0.0004255656,0.0008056186,0.0005727434,0.002886701,0.002927941,0.002421546,0.001827122,0.0007692482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762434,"about_ca_system_score_gemma":0.0008319871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008884231,"about_ca_topic_score_gemma":0.0004350898,"domain_scores_codex":[0.9981351,0.0006378892,0.00007749958,0.0005439942,0.0004348682,0.0001706708],"domain_scores_gemma":[0.9961327,0.002351691,0.000585921,0.000323241,0.000356722,0.0002496641],"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":[0.0000360637,0.00003436343,0.0007432031,0.00004502292,0.00001735068,0.0002010384,0.0002144589,0.03664304,0.002390702,0.9513201,0.0003969049,0.007957768],"study_design_scores_gemma":[0.00001832316,0.00003859678,0.0002369154,0.000009902381,0.000008882483,0.00009944641,0.0000385602,0.1990426,0.001712495,0.7964749,0.002305683,0.00001371228],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2404668,0.0004282659,0.7055009,0.001082365,0.00009671805,0.0002419602,0.0002682276,0.0003131266,0.05160164],"genre_scores_gemma":[0.9564216,0.0004612308,0.02780484,0.0002234392,0.0001174872,0.0002292944,0.0002015658,0.00007674793,0.01446396],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005226446,"threshold_uncertainty_score":0.01748419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03827443868454575,"score_gpt":0.1809810443852758,"score_spread":0.14270660570073,"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."}}