{"id":"W4406161778","doi":"10.1002/cjce.25594","title":"Optimization of L‐sorbose allocation for 2‐keto‐L‐gulonic acid production","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial metabolism and enzyme function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorbose; Production (economics); Chemistry; Economics; Biochemistry; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004193714,0.0005553873,0.0006491684,0.000461447,0.0003000623,0.0008760869,0.0004126396,0.0004740687,0.0007287348],"category_scores_gemma":[0.0005110357,0.0003075984,0.0003939791,0.000316369,0.0002357689,0.0003472647,0.0002332708,0.0002725747,0.0001593445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022985,"about_ca_system_score_gemma":0.001128167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008409402,"about_ca_topic_score_gemma":0.005203418,"domain_scores_codex":[0.9998475,0.00002867748,0.000007947669,0.00004147294,0.00003265145,0.00004168842],"domain_scores_gemma":[0.9998651,0.00004101074,0.00003328603,0.000006788713,0.00003248718,0.00002136091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000348488,0.0002151742,0.002020037,0.0001045949,0.00003142054,0.00009226663,0.00003406889,0.9036288,0.06827216,0.0004493868,0.000151351,0.02465222],"study_design_scores_gemma":[0.00001760344,0.0001798892,0.0007122623,0.000003502768,0.00001145807,0.000007710652,0.000018549,0.9826087,0.0161648,0.0001327381,0.0001359297,0.000006824734],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8678777,0.0003156577,0.1283649,0.0001030467,0.00002860423,0.0001034978,0.0000817516,0.0002177126,0.002907177],"genre_scores_gemma":[0.9905608,0.00004185367,0.008978201,0.000006472326,0.000001444558,0.00002091033,0.00001847084,0.000006220334,0.0003656197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008409402,"threshold_uncertainty_score":0.01672095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004601838251002372,"score_gpt":0.1882212745192412,"score_spread":0.1836194362682388,"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."}}