{"id":"W4392382792","doi":"10.1007/s13205-024-03946-3","title":"Revisiting microbial exopolysaccharides: a biocompatible and sustainable polymeric material for multifaceted biomedical applications","year":2024,"lang":"en","type":"review","venue":"3 Biotech","topic":"Polysaccharides Composition and Applications","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; Chiang Mai University; Society for General Microbiology","keywords":"Biochemical engineering; Biocompatible material; Environmentally friendly; Thriving; Biotechnology; Bioprocess; Cosmetics; Nanotechnology; Business; Engineering; Chemistry; Materials science; Biology; Ecology; Biomedical engineering","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":[0.000258712,0.0004137096,0.0008287294,0.0001407302,0.0005433708,0.0004057189,0.0004139695,0.0004625577,0.0001640053],"category_scores_gemma":[0.00002031771,0.0001790922,0.0003186408,0.001456181,0.0001448992,0.00006870208,0.0002921187,0.0002682836,0.0001079419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007985022,"about_ca_system_score_gemma":0.00006511491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000125155,"about_ca_topic_score_gemma":0.000002878538,"domain_scores_codex":[0.9978854,0.00005212287,0.0006075938,0.0007486672,0.0001370547,0.0005691445],"domain_scores_gemma":[0.999194,0.0001669172,0.0002374006,0.0001423667,0.00006644668,0.0001928241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003640445,0.00004779149,1.298588e-7,0.003717535,0.00004926681,0.000002135926,0.00000868912,6.944189e-9,0.03419866,0.002805982,0.0009376283,0.9582285],"study_design_scores_gemma":[0.0000637725,0.00005214247,5.588373e-7,0.001694006,0.0003987572,0.00004314425,0.00008796484,0.00002105128,0.0007219843,0.0002014983,0.9963341,0.000380956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002130044,0.9931538,0.0002743169,0.0008944204,0.0001233231,0.003040825,0.001876335,0.0003746829,0.00004936779],"genre_scores_gemma":[0.0003478148,0.9910471,0.001341485,0.00008120015,0.001431893,0.002660957,0.002160557,0.00001228924,0.0009166345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9953966,"threshold_uncertainty_score":0.7303168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03058164275499667,"score_gpt":0.3043289278279642,"score_spread":0.2737472850729675,"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."}}