{"id":"W2177961659","doi":"10.51847/ef4eium","title":"10.51847/EF4EIUM","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ascorbic acid; Sucrose; Central composite design; Food science; Fermentation; Yeast extract; Response surface methodology; Chemistry; Xanthomonas campestris; Biomass (ecology); Biochemistry; Biology; Chromatography; Agronomy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006977391,0.001270324,0.0006978734,0.002303681,0.001215676,0.002756051,0.001275951,0.002490373,0.8890443],"category_scores_gemma":[0.0009520103,0.0003978989,0.0005586828,0.001960139,0.0006598287,0.001669551,0.002366109,0.001176941,0.9065413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008543175,"about_ca_system_score_gemma":0.0007322744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035139,"about_ca_topic_score_gemma":0.001771918,"domain_scores_codex":[0.9995593,0.00003659185,0.00003084177,0.000116931,0.0001613278,0.00009491057],"domain_scores_gemma":[0.9993741,0.00008794423,0.00004431363,0.0001315612,0.0001803222,0.000181775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003727392,0.0003171917,0.001620163,0.0003316912,0.00002148163,0.0003078791,0.00009069076,0.0004794844,0.01158391,0.005945159,0.1549781,0.8239514],"study_design_scores_gemma":[0.00004632393,0.00006518321,0.002128461,0.000129179,0.00001262833,0.0004391145,0.00005593571,0.0004532394,0.002706206,0.00148276,0.9924639,0.00001699671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006626479,0.002574744,0.008352628,0.00189918,0.001772076,0.000162545,0.005060907,0.004537632,0.9690138],"genre_scores_gemma":[0.009013476,0.0006745678,0.00429791,0.0006693758,0.0001812566,0.00009390135,0.004428037,0.0004816057,0.98016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1109557,"threshold_uncertainty_score":0.1582648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003823116269921655,"score_gpt":0.1786651969340274,"score_spread":0.1748420806641058,"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."}}