{"id":"W4384010472","doi":"10.1016/j.bioactmat.2023.06.020","title":"Nanocellulose-based porous materials: Regulation and pathway to commercialization in regenerative medicine","year":2023,"lang":"en","type":"review","venue":"Bioactive Materials","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Horizon 2020; European Research Council; Horizon 2020 Framework Programme; Canada Foundation for Innovation; Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Commission; Canada Excellence Research Chairs, Government of Canada; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Nanocellulose; Nanotechnology; Commercialization; Regenerative medicine; Materials science; Bacterial cellulose; Porosity; Nanofiber; Cellulose; Business; Engineering; Chemical engineering; Chemistry; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002261983,0.0007956105,0.002955944,0.0008201249,0.0002465905,0.0001894818,0.0003815689,0.0003815081,0.0006470477],"category_scores_gemma":[0.001032844,0.0006090879,0.00006695278,0.0008743547,0.000408503,0.0002329013,0.0004125856,0.0001294342,0.0004133145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006468112,"about_ca_system_score_gemma":0.0002792368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004437969,"about_ca_topic_score_gemma":0.0001038279,"domain_scores_codex":[0.9941776,0.001831827,0.001487177,0.001163723,0.0006232787,0.0007163505],"domain_scores_gemma":[0.9974979,0.0006809547,0.0008411796,0.0005620453,0.0002352138,0.0001827539],"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":[0.0001826344,0.00007135038,9.278076e-7,0.01197016,0.0000675649,0.00006847822,0.0006043038,0.000008812367,0.943281,0.001763243,0.0004411206,0.0415404],"study_design_scores_gemma":[0.0008883868,0.0004249936,0.00005161401,0.02072987,0.0002150712,0.00001082589,0.0002064945,0.000001806051,0.7834656,0.0008246442,0.1920098,0.001170811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01086566,0.9737931,0.0007651016,0.0003983856,0.003033908,0.007456979,0.003012884,0.000430609,0.0002433063],"genre_scores_gemma":[0.001829479,0.9926036,0.0007769023,0.00007321464,0.0009648449,0.001573189,0.001138784,0.0002306144,0.0008093856],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1915687,"threshold_uncertainty_score":0.9996361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295296966380428,"score_gpt":0.3883706381425064,"score_spread":0.2588409415044637,"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."}}