{"id":"W3131510936","doi":"10.15376/biores.16.2.garcia","title":"Cellulose, nanocellulose, and antimicrobial materials for the manufacture of disposable face masks: A review","year":2021,"lang":"en","type":"review","venue":"BioResources","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kruger (Canada); Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanocellulose; Cellulose; Materials science; Nanotechnology; Bacterial cellulose; Respirator; Polymer science; Composite material; Chemical engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004889635,0.001110136,0.0009755912,0.003730687,0.0003377424,0.0009442605,0.0005769668,0.0009840783,0.00435601],"category_scores_gemma":[0.0005765672,0.0003737844,0.0005995521,0.003621882,0.0002732654,0.001396036,0.000474967,0.00105655,0.001634282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004343942,"about_ca_system_score_gemma":0.001251753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127129,"about_ca_topic_score_gemma":0.002090931,"domain_scores_codex":[0.9997926,0.00002609241,0.00003495989,0.00004060898,0.0000857353,0.00002006096],"domain_scores_gemma":[0.9996936,0.0001553,0.00005933877,0.000009081878,0.00005978124,0.00002289754],"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":[0.00005381848,0.0001468686,0.000194798,0.06284574,0.0001241586,0.0002992259,0.0001254134,0.0006919295,0.007912725,0.005556542,0.02174839,0.9003004],"study_design_scores_gemma":[0.000008005084,0.0001248115,0.0006903714,0.004919109,0.0001221924,0.0008826659,0.00007136514,0.0001059397,0.001659123,0.001099848,0.9902951,0.00002151592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002273326,0.9981584,0.0001642884,0.0001023417,0.0001437512,0.00000635053,0.00002362636,0.0000062405,0.001167696],"genre_scores_gemma":[0.0007504172,0.9981838,0.0002702366,0.00006816817,0.00007521016,0.000007579183,0.00002926859,0.000001395641,0.00061388],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00435601,"threshold_uncertainty_score":0.01457226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04291086144707242,"score_gpt":0.3324386196344513,"score_spread":0.2895277581873789,"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."}}