{"id":"W4399904354","doi":"10.1016/j.ijbiomac.2024.133248","title":"A new design of colorimetric films using bacterial cellulose nanocrystals derived from nata de coco for sensing volatile organic compounds","year":2024,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Coco; Bacterial cellulose; Cellulose; Chemistry; Food science; Mineralogy; Chemical engineering; Nanotechnology; Materials science; Organic chemistry; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826422,0.0004794649,0.0003183523,0.000177408,0.000189839,0.0004057418,0.0005295136,0.000461838,0.000474766],"category_scores_gemma":[0.0001982124,0.0002620209,0.0003121846,0.0001490603,0.0001343586,0.0003437012,0.0001881842,0.0004136348,0.0002582732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005166718,"about_ca_system_score_gemma":0.0002919916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001099132,"about_ca_topic_score_gemma":0.002492924,"domain_scores_codex":[0.9998497,0.00001284995,0.00001344409,0.00004452811,0.00005236462,0.00002712118],"domain_scores_gemma":[0.9998736,0.0000175888,0.00003314857,0.00001292919,0.00003769086,0.00002505294],"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":[0.00001554836,0.000008808481,0.00003117518,0.00002579072,0.000002755847,0.00001656598,0.000003592102,0.00003913672,0.9987998,0.00007567962,0.00001855887,0.0009625715],"study_design_scores_gemma":[0.000004734077,0.00003699436,0.0001659898,0.00000130103,0.000006525821,0.00004426717,0.000003477074,0.00126087,0.9974145,0.000008680561,0.00104853,0.000004088084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8937068,0.003489922,0.09480509,0.0003672616,0.0002393682,0.0002303784,0.0004311455,0.0004505655,0.00627949],"genre_scores_gemma":[0.911541,0.00130194,0.08212739,0.0001507158,0.00003052772,0.0001888479,0.0003573611,0.00005594218,0.004246225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001099132,"threshold_uncertainty_score":0.003748715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05956167574233819,"score_gpt":0.3305647463619709,"score_spread":0.2710030706196327,"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."}}