{"id":"W3024813402","doi":"10.1007/s10570-020-03232-4","title":"Different degree of fibrillation: strategy to reduce permeability in nanocellulose-starch films","year":2020,"lang":"en","type":"article","venue":"Cellulose","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Nanocellulose; Crystallinity; Starch; Materials science; Composite material; Thermal stability; Cellulose; Ultimate tensile strength; Chemical engineering; Chemistry; Food 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003892714,0.00030096,0.0005858544,0.0001149997,0.00008688992,0.00003974085,0.0004932716,0.00009153516,0.001412473],"category_scores_gemma":[0.0006039012,0.0002622315,0.0001132324,0.0006011801,0.0002732117,0.0001898758,0.0004826961,0.0002207144,0.0002739751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001367462,"about_ca_system_score_gemma":0.0001377119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007932569,"about_ca_topic_score_gemma":0.00004526871,"domain_scores_codex":[0.996961,0.0002329173,0.0006812909,0.0007738857,0.0006826167,0.0006683062],"domain_scores_gemma":[0.9984449,0.0003196557,0.0001362827,0.0005151078,0.0001876732,0.0003963805],"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":[0.0003313678,0.0000864118,0.003094914,0.0002833066,0.000007743443,0.00002616721,0.001809165,0.001987856,0.9880087,0.0002698276,0.0002910938,0.003803388],"study_design_scores_gemma":[0.000590199,0.0007824462,0.01198307,0.00006378871,0.000008228643,0.000001629296,0.0007199625,0.001277973,0.9830821,0.0005609374,0.0006120839,0.0003175967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943651,0.0006743752,0.0005979223,0.000820809,0.0001234408,0.0007296809,0.0000598702,0.00007368326,0.002555152],"genre_scores_gemma":[0.9975802,0.00006470048,0.001758579,0.00005944409,0.0001330938,0.00003564885,0.00001332066,0.00003003943,0.000325029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008888153,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08705580596689466,"score_gpt":0.3233072600161556,"score_spread":0.2362514540492609,"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."}}