{"id":"W3073671148","doi":"10.1093/jb/mvaa097","title":"Kinetics and thermodynamics of thermal inactivation for recombinant <i>Escherichia coli</i> cellulases, cel12B, cel8C, and polygalacturonase, peh28; biocatalysts for biofuel precursor production","year":2020,"lang":"en","type":"article","venue":"The Journal of Biochemistry","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Gibbs free energy; Chemistry; Cellulase; Lignocellulosic biomass; Pectinase; Thermal stability; Kinetics; Thermostability; Escherichia coli; Cellulose; Chemical engineering; Biochemistry; Thermodynamics; Enzyme; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001947923,0.0001373397,0.0001789184,0.00002644185,0.00005120308,0.00001410416,0.0001046284,0.0001004034,0.000002397239],"category_scores_gemma":[0.00007357975,0.00009980149,0.0000564083,0.00009442313,0.00009031789,0.00007786897,0.00002180927,0.0001387245,1.294555e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002937718,"about_ca_system_score_gemma":0.00002071668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001511012,"about_ca_topic_score_gemma":1.862237e-7,"domain_scores_codex":[0.9993562,0.00001641653,0.0002926807,0.000117464,0.00009981936,0.0001174657],"domain_scores_gemma":[0.9994028,0.00004969843,0.0002349916,0.0001082135,0.0001319932,0.00007232652],"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":[0.0004182492,0.00004051069,0.00004672703,0.001005427,0.0000501676,1.269859e-7,0.0002496716,0.0001048096,0.9952564,0.00000197513,0.0005856092,0.002240337],"study_design_scores_gemma":[0.0006333295,0.0002810821,0.0003018597,0.0000463768,0.000102421,0.00001852903,0.0003230367,0.003273384,0.993682,0.00005383032,0.001166884,0.000117296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946201,0.001585027,0.001543409,0.001581208,0.000276618,0.0003148163,0.00002883777,0.00001805893,0.00003191109],"genre_scores_gemma":[0.9981093,0.0005153907,0.0009795466,0.00004932803,0.000264955,0.000003988577,0.0000162672,0.00002225455,0.00003897678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003489178,"threshold_uncertainty_score":0.4069787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009866772596878468,"score_gpt":0.1949049774457409,"score_spread":0.1850382048488624,"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."}}