{"id":"W2486451750","doi":"10.1080/07388551.2016.1189871","title":"Recent developments in the production and applications of bacterial cellulose fibers and nanocrystals","year":2016,"lang":"en","type":"review","venue":"Critical Reviews in Biotechnology","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":223,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bacterial cellulose; Cellulose; Nanocrystal; Nanotechnology; Production (economics); Materials science; Chemistry; Biochemical engineering; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001740244,0.0002709292,0.001365593,0.000278785,0.00005900169,0.00001595078,0.0003995015,0.0003821415,0.00004546851],"category_scores_gemma":[0.006391173,0.000151133,0.00004986821,0.0005510272,0.001444177,0.00007586547,0.0004108348,0.0003597424,0.00003210037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001172661,"about_ca_system_score_gemma":0.00009172087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001880329,"about_ca_topic_score_gemma":0.00001298653,"domain_scores_codex":[0.9972385,0.0005777738,0.0009817742,0.0006338674,0.0001654155,0.0004026706],"domain_scores_gemma":[0.9984077,0.0008231712,0.0001978508,0.0004780539,0.00005100693,0.0000422167],"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":[0.000003142374,0.00004146051,5.259668e-7,0.00799904,0.000003208275,0.000002745308,0.0000278356,1.379281e-9,0.002676524,0.005393802,0.00007008365,0.9837816],"study_design_scores_gemma":[0.0000536604,0.00003169988,0.00000140595,0.01060942,0.00002835788,0.00003310697,0.00002472469,2.796285e-8,0.001177901,0.001490322,0.9863996,0.0001497752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005469343,0.9964663,0.0001293067,0.0007953722,0.0001516428,0.002278703,0.00002513979,0.00001686356,0.00008197278],"genre_scores_gemma":[0.00003408935,0.9965422,0.002000971,0.00001279524,0.00006300575,0.001299693,0.0000058329,0.00001446744,0.0000269628],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9863295,"threshold_uncertainty_score":0.7651293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06184673860494855,"score_gpt":0.3861880221353466,"score_spread":0.324341283530398,"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."}}