{"id":"W4396979058","doi":"10.1016/j.carbpol.2024.122269","title":"A new 3D printing strategy by enhancing shear-induced alignment of gelled nanomaterial inks resulting in stronger and ductile cellulose films","year":2024,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Key Research and Development Program of China; Beijing Municipal Commission of Education","keywords":"Materials science; Ultimate tensile strength; Composite material; Nanomaterials; Cellulose; Nanostructure; Nanotechnology; Chemical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0006260604,0.0003092128,0.0004624071,0.0002180952,0.0001041771,0.000171509,0.0002036162,0.0001180576,0.000339213],"category_scores_gemma":[0.0001149026,0.0002870504,0.00005795861,0.0003906655,0.0001460422,0.0003464186,0.0003145849,0.0002292264,0.00001941733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001441762,"about_ca_system_score_gemma":0.0002418232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149452,"about_ca_topic_score_gemma":0.00004420842,"domain_scores_codex":[0.9972504,0.0001661629,0.0006780968,0.0007075042,0.0004186191,0.0007791966],"domain_scores_gemma":[0.9991412,0.0002045623,0.0001485983,0.0002709689,0.00003782906,0.0001967986],"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":[0.00006205824,0.0000196048,0.0000354285,0.0002022574,0.00002905314,0.00004777294,0.001646683,0.0001185608,0.9936062,0.0000866429,0.00007403763,0.004071715],"study_design_scores_gemma":[0.0005413618,0.0001118455,0.00005166892,0.0003006686,0.00001990012,0.00000348418,0.001367534,0.001584292,0.9956135,0.0000519023,0.00008588449,0.0002679429],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940096,0.003550004,0.0002660538,0.00008138446,0.000628172,0.0003990175,0.00003113261,0.00009927285,0.0009353915],"genre_scores_gemma":[0.9974512,0.0001056342,0.001424704,0.000008475316,0.0001309423,0.00003844192,0.00000884611,0.00004835681,0.000783344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003803772,"threshold_uncertainty_score":0.9999582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551331401009478,"score_gpt":0.272040828628782,"score_spread":0.2565275146186872,"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."}}