{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001998586,0.001115124,0.001137912,0.0006131884,0.0003697666,0.001210919,0.001073513,0.0007008688,0.001818925],"category_scores_gemma":[0.0008551535,0.0008722204,0.001192242,0.0007755813,0.0003395744,0.0002473102,0.000469693,0.0009246578,0.0004907355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000690274,"about_ca_system_score_gemma":0.001178366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001701036,"about_ca_topic_score_gemma":0.003107894,"domain_scores_codex":[0.9989834,0.0003211714,0.0000764804,0.0001275401,0.000401666,0.00008973404],"domain_scores_gemma":[0.9997113,0.0001190536,0.00006162731,0.00001088217,0.00008464944,0.00001242593],"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":[0.0004344868,0.0003618269,0.0007868879,0.0013684,0.0001851847,0.0001904747,0.0001890911,0.1104185,0.8172507,0.002633884,0.000300424,0.06587998],"study_design_scores_gemma":[0.0001479325,0.005233764,0.00229031,0.00007672,0.0004449371,0.0002460544,0.0001195205,0.6309023,0.3481011,0.0009748758,0.01133745,0.0001250109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0624353,0.001030722,0.9336646,0.00005433742,0.00006122151,0.0004270488,0.00009061925,0.0002721316,0.00196393],"genre_scores_gemma":[0.4660622,0.000878323,0.5289662,0.00007785054,0.00001555715,0.001285057,0.0001557343,0.00006044071,0.002498692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001998586,"threshold_uncertainty_score":0.01056969,"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."}}