{"id":"W4211077317","doi":"10.1002/jsde.12583","title":"A Taguchi design approach for the enhancement of a <scp>detergent‐biocompatible</scp> alkaline thermostable protease production by <i>Streptomyces mutabilis</i> strain <scp>TN‐X30</scp>","year":2022,"lang":"en","type":"article","venue":"Journal of Surfactants and Detergents","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère de l'Enseignement Supérieur et de la Recherche Scientifique; Providence Health Care","keywords":"Chemistry; Protease; Enzyme; Chromatography; Alkaline protease; Biochemistry; Food science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009593515,0.000215814,0.0002731106,0.00006661207,0.0002804844,0.00004123698,0.0002395433,0.00006659847,0.0000287394],"category_scores_gemma":[0.0002809966,0.0001608026,0.0001258115,0.0001898068,0.00006760509,0.00003481772,0.0000985423,0.0001570226,3.176423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000268769,"about_ca_system_score_gemma":0.0001036079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005771013,"about_ca_topic_score_gemma":7.897207e-7,"domain_scores_codex":[0.9981618,0.0002032023,0.0006393408,0.0003429314,0.0003838408,0.0002688855],"domain_scores_gemma":[0.9984568,0.00004922229,0.000837956,0.0002512638,0.0002974662,0.0001072645],"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":[0.0001287303,0.0005118658,0.001764594,0.00007693739,0.0001880239,6.572315e-7,0.0003991491,0.0008416323,0.987404,0.000001155628,0.006729591,0.0019536],"study_design_scores_gemma":[0.0009807403,0.001112411,0.0005901775,0.00001803426,0.00008772618,0.00005093243,0.001290758,0.0007015423,0.96439,0.00002746758,0.03068812,0.00006204467],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782801,0.001727912,0.0181935,0.00008313727,0.000489415,0.0009904872,0.0002047085,0.000005903174,0.00002488479],"genre_scores_gemma":[0.995389,0.0009548815,0.002153687,0.0001097523,0.0001866167,0.0001112412,0.0001479461,0.00003155685,0.0009153574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02395853,"threshold_uncertainty_score":0.6557339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903209763259404,"score_gpt":0.2400131266307685,"score_spread":0.2209810289981744,"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."}}