{"id":"W4414199302","doi":"10.54987/jemat.v13i1.1110","title":"Enhanced Cellulose Production in Kombucha SCOBY Through Microbial and Genetic Optimization","year":2025,"lang":"en","type":"article","venue":"Journal of Environmental Microbiology and Toxicology","topic":"Tea Polyphenols and Effects","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Population and Public Health; Universiti Putra Malaysia","keywords":"Acetic acid bacteria; Bacterial cellulose; Fermentation; Yeast; Cellulose; Bacteria; Lactic acid; Bioprocess; Lactobacillus","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":[0.0001009621,0.0001039376,0.0002862919,0.0001130901,0.00003764454,0.000003730026,0.00003135338,0.0001874295,0.00006010818],"category_scores_gemma":[0.00002232715,0.00008825633,0.00003185821,0.00005165262,0.0002624473,0.00005425879,0.00003466257,0.0002096545,0.000001912872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006366499,"about_ca_system_score_gemma":0.00002372889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002120434,"about_ca_topic_score_gemma":0.000005802702,"domain_scores_codex":[0.9992772,0.00008954576,0.0002921555,0.0001704684,0.00001702201,0.0001536223],"domain_scores_gemma":[0.9997333,0.00003674568,0.0001282198,0.00006221575,0.000005836086,0.00003366141],"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":[0.0004337311,0.0002423054,0.008276028,0.00003618207,0.00004896646,0.0000379236,0.000218674,0.0001751828,0.9879072,0.00001575367,0.0001599383,0.0024481],"study_design_scores_gemma":[0.005286713,0.002158036,0.2001283,0.0001788121,0.0002000552,0.004264238,0.0001759496,0.00005707465,0.7859054,0.0001882286,0.001280598,0.0001766282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940944,0.003101017,0.001018881,0.001122822,0.0003895803,0.0002078392,0.000003010998,0.000002965479,0.00005954264],"genre_scores_gemma":[0.9945996,0.001613572,0.002930326,0.0005558564,0.00007114381,0.000002478598,0.000005831421,0.000005817078,0.0002153377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2020018,"threshold_uncertainty_score":0.3598989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004719009234144305,"score_gpt":0.2226288787032862,"score_spread":0.2179098694691418,"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."}}