{"id":"W4385813990","doi":"10.1016/j.cej.2023.145435","title":"Cellulose supported and strengthened shear stiffening gel with enhanced impact-resistant performance","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Composite material; Stiffening; Cellulose; Chemical engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.000426468,0.0002274093,0.0002801973,0.0001321971,0.0001429369,0.000110751,0.0001882677,0.00005619372,0.0001168836],"category_scores_gemma":[0.0002762919,0.0001636948,0.00004850034,0.0003320162,0.0001083641,0.0002584012,0.0001330837,0.0004122154,0.00003533809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299135,"about_ca_system_score_gemma":0.00006529402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002133322,"about_ca_topic_score_gemma":9.457039e-8,"domain_scores_codex":[0.9983221,0.00001856375,0.0002641695,0.0002572238,0.0004351534,0.000702801],"domain_scores_gemma":[0.9991313,0.0002066268,0.00007663477,0.0001534191,0.00009732796,0.0003347032],"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":[0.0001550471,0.00001262418,0.00007441307,0.00007780478,0.0000288566,0.00007321537,0.0002198515,0.008052253,0.9904891,0.000008753067,0.00007874094,0.0007293841],"study_design_scores_gemma":[0.0006426978,0.0001419612,0.001730377,0.0001692717,0.00001431106,0.00009861662,0.00006365633,0.0156715,0.9811206,0.00001809775,0.00008831118,0.0002405827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912909,0.00021519,0.008049098,0.00004147651,0.00008481291,0.00008243379,0.000008004081,0.0001863449,0.00004179973],"genre_scores_gemma":[0.9930359,0.0001657816,0.006461361,0.000004167181,0.0001493368,0.00001175111,0.000005529168,0.0000378851,0.0001283184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009368438,"threshold_uncertainty_score":0.667528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107105923382929,"score_gpt":0.2466998534317091,"score_spread":0.2359892610934162,"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."}}