{"id":"W2158036401","doi":"10.1139/cjm-2014-0493","title":"Improved production of isomaltulose by a newly isolated mutant of <i>Serratia</i> sp. cells immobilized in calcium alginate","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sucrose; Calcium alginate; Chemistry; Strain (injury); Sugar; Yield (engineering); Biochemistry; Calcium; Food science; Biology; Organic chemistry; Materials science","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":[0.0001956797,0.0007175578,0.0005856223,0.0002550626,0.0001155632,0.0003894446,0.0004485742,0.0002606204,0.0004361676],"category_scores_gemma":[0.0002255015,0.0001772009,0.0005150901,0.0003306217,0.0001632672,0.0002098593,0.0003619682,0.0005319351,0.000331736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162903,"about_ca_system_score_gemma":0.0002503254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001711113,"about_ca_topic_score_gemma":0.001453437,"domain_scores_codex":[0.9997323,0.000034006,0.00005856616,0.0000568702,0.00007862658,0.00003967822],"domain_scores_gemma":[0.9998041,0.0000222567,0.00007016763,0.00004002556,0.00003062659,0.000032833],"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":[0.00002190593,0.00001961591,0.0001448432,0.00001230273,0.000003432932,0.00003387238,0.000007661721,0.00002767644,0.9991452,0.00001543381,0.000008267391,0.0005597473],"study_design_scores_gemma":[0.00001055651,0.0003796151,0.004004563,0.000004829133,0.00002956417,0.0004086984,0.00004860892,0.0009122921,0.9930236,0.00001676175,0.001150494,0.00001032775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929596,0.0003288169,0.005142548,0.0001107918,0.00005650739,0.00003374948,0.0003840162,0.0001501556,0.0008339537],"genre_scores_gemma":[0.9847681,0.0004206906,0.01098481,0.00004746456,0.00001265277,0.00003043195,0.001428758,0.00008736349,0.002219754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001711113,"threshold_uncertainty_score":0.003402352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004324929724615905,"score_gpt":0.1974054546345801,"score_spread":0.1930805249099642,"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."}}