{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003333877,0.0001149721,0.0002705747,0.0001535748,0.00002329919,0.000004984041,0.0001485891,0.0001811992,0.00002905416],"category_scores_gemma":[0.0001190887,0.0001086385,0.00007312242,0.0001295328,0.0001364152,0.000007785632,0.00001193026,0.0001283845,8.817796e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002764057,"about_ca_system_score_gemma":0.000337573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007619594,"about_ca_topic_score_gemma":0.001778772,"domain_scores_codex":[0.998877,0.0001474605,0.0005712867,0.0001834455,0.00002267928,0.0001981051],"domain_scores_gemma":[0.9989718,0.000005125283,0.0004504962,0.0001766129,0.000282843,0.0001130782],"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":[0.0001407716,0.00003847118,0.0004424278,0.00002860352,0.00003039459,0.000001129387,0.00009788098,0.00004856336,0.9970638,0.000006418749,0.001590299,0.0005112168],"study_design_scores_gemma":[0.0007421371,0.0005767124,0.0001944054,0.00002630516,0.00001481646,0.0001192477,0.00004992128,0.00003600077,0.9797028,0.000009442201,0.01843105,0.00009712849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968901,0.0006111331,0.001212281,0.0004456282,0.0006416155,0.0001317865,0.00004295214,0.00000133522,0.00002318605],"genre_scores_gemma":[0.9992139,0.00005144696,0.0001945059,0.0001357564,0.0001030692,0.000001532642,0.00008945736,0.00001332872,0.0001969852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01736099,"threshold_uncertainty_score":0.4430147,"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."}}