{"id":"W2901888254","doi":"10.1016/j.pbiomolbio.2018.11.005","title":"Thermodynamic buffering, stable non-equilibrium and establishment of the computable structure of plant metabolism","year":2018,"lang":"en","type":"review","venue":"Progress in Biophysics and Molecular Biology","topic":"Photosynthetic Processes and Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Umeå Universitet","keywords":"Adenylate kinase; Malate dehydrogenase; Chemistry; Biochemistry; Enzyme; Metabolic pathway; Dehydrogenase; Equilibrium constant; Bioenergetics; Mitochondrion; Inorganic chemistry","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":[0.0001213554,0.0003665241,0.0009746143,0.00007000139,0.00002876433,0.00001608248,0.0004059047,0.0003948863,0.000001734722],"category_scores_gemma":[0.000012592,0.000241864,0.000161804,0.0001633613,0.0004995755,0.000003722319,0.0007361437,0.0001543863,9.015212e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008926034,"about_ca_system_score_gemma":0.0001539913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002850604,"about_ca_topic_score_gemma":0.000006163855,"domain_scores_codex":[0.9985307,0.0001042484,0.0004274376,0.0005348876,0.00009415211,0.0003085239],"domain_scores_gemma":[0.9989368,0.00001253333,0.0004487307,0.0004761312,0.00007208261,0.00005374356],"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":[0.00006409366,0.0001938516,0.00008321362,0.01028487,0.0005106239,0.000004328151,0.00007277932,0.000001769879,0.8641031,0.004182604,0.0000102558,0.1204885],"study_design_scores_gemma":[0.0009927312,0.00075993,0.00003870472,0.003910747,0.0007500352,0.00009035438,0.00002885708,0.0002581874,0.789713,0.005853968,0.1966359,0.0009676088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1466286,0.8516187,0.0002940532,0.000006475973,0.0001931728,0.0006260081,0.0006018211,0.000003209695,0.00002799071],"genre_scores_gemma":[0.3108877,0.6883053,0.0004243894,0.00002207561,0.00005692045,0.00003731904,0.0002192121,0.00004060148,0.000006525045],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1966256,"threshold_uncertainty_score":0.9862926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00702190169412608,"score_gpt":0.2670803298248124,"score_spread":0.2600584281306863,"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."}}