{"id":"W4367721970","doi":"10.1039/d3dt00498h","title":"Halloysite nanotubes enhance the mechanical properties and thermal stability of iridescent cellulose nanocrystal films","year":2023,"lang":"en","type":"article","venue":"Dalton Transactions","topic":"Clay minerals and soil interactions","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"FPInnovations; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Narodowa Agencja Wymiany Akademickiej; China Scholarship Council","keywords":"Halloysite; Nanocrystal; Materials science; Cellulose; Thermal stability; Iridescence; Composite number; Thermal; Chemical engineering; Nanotechnology; Composite material; Optics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003356745,0.000123957,0.000170599,0.00004283846,0.0002870423,0.00005619239,0.0001513949,0.00005283693,0.001048104],"category_scores_gemma":[0.00002980202,0.00008014254,0.00009412492,0.0001993635,0.0002186052,0.0001961612,0.00001867986,0.0001366052,0.00005406709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001917305,"about_ca_system_score_gemma":0.00004460812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006582709,"about_ca_topic_score_gemma":0.0004813654,"domain_scores_codex":[0.9988962,0.0001092653,0.000303973,0.0002556081,0.0002061278,0.000228767],"domain_scores_gemma":[0.9993755,0.0001378772,0.00006051814,0.0002828262,0.0000820429,0.00006125134],"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":[0.00004409872,0.00009430245,0.00001823738,0.00004274797,0.00001123369,0.000001236665,0.001348966,0.0003092821,0.997377,0.0001529899,0.0001067217,0.000493203],"study_design_scores_gemma":[0.0001144464,0.00006258675,0.0006411931,0.00003201552,0.00002844334,0.000005907769,0.0008864352,0.00402317,0.9933568,0.00003928924,0.0007096163,0.0001001514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964554,0.00008534509,0.001429848,0.001007525,0.0004229925,0.0002212008,0.0001158272,0.0001030021,0.0001588081],"genre_scores_gemma":[0.9988371,0.00008087153,0.0001287797,0.00003966383,0.00002692308,0.00006577681,0.000005803689,0.0000127605,0.0008023649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004020236,"threshold_uncertainty_score":0.9998651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03625452092615596,"score_gpt":0.2542357827735043,"score_spread":0.2179812618473484,"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."}}