{"id":"W4313489052","doi":"10.1021/acsami.2c19295","title":"Structurally Tailoring Clay Nanosheets to Design Emerging Macrofibers with Tunable Mechanical Properties and Thermal Behavior","year":2023,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China University of Geosciences, Wuhan; National Natural Science Foundation of China","keywords":"Materials science; Composite material; Fire retardant; Ultimate tensile strength; Flammability; Toughness; Nanocellulose; Spinning; Nanocomposite; Nanomaterials; Thermal conductivity; Fiber; Cellulose; 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":[0.0004420266,0.0004027824,0.0004562991,0.0001527568,0.0002884187,0.0006584467,0.0005384118,0.0001190971,0.0002935683],"category_scores_gemma":[0.0000180214,0.0002812996,0.00001244241,0.0002496316,0.0001094827,0.0003773041,0.0005992503,0.0001157929,0.0003577476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005666188,"about_ca_system_score_gemma":0.00003497988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008623195,"about_ca_topic_score_gemma":0.000003663079,"domain_scores_codex":[0.9977256,0.00007335802,0.0004537398,0.0006401648,0.0003913667,0.0007157619],"domain_scores_gemma":[0.9992344,0.00006264795,0.0001470408,0.0003533268,0.00006975608,0.0001328752],"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":[0.0005942404,0.000005928715,0.000004716594,0.00006567877,0.00002231859,0.00001566605,0.0007699125,0.001043016,0.9964398,0.0003707088,0.00008794497,0.0005800935],"study_design_scores_gemma":[0.0003379881,0.0002156043,0.000086016,0.0001053296,0.00004674744,0.00002197875,0.0003107314,0.000007357795,0.9982839,0.0001254227,0.00002330039,0.0004356193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974593,0.00005268724,0.00005528711,0.0001777556,0.0005031146,0.001118436,0.00002212048,0.0005171791,0.00009410809],"genre_scores_gemma":[0.9940627,0.00001071154,0.004996866,0.0001141655,0.00008952119,0.0003965129,0.000008571889,0.00007176503,0.0002492025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004941578,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876977781815077,"score_gpt":0.2409104755114711,"score_spread":0.2121406976933204,"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."}}