{"id":"W3203088207","doi":"10.1007/978-3-030-46455-4_190","title":"Preliminary Investigation of Using Nanocellulose in Bituminous Materials","year":2021,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nanocellulose; Asphalt; Dynamic shear rheometer; Materials science; Rut; Rheology; Composite material; Cracking; Fatigue cracking; Cellulose; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001941857,0.0002466262,0.0001836907,0.000141381,0.0003341187,0.000342754,0.0002479581,0.0003026755,0.002919754],"category_scores_gemma":[0.0003007485,0.00008701506,0.00020429,0.0002950497,0.000130809,0.0004144629,0.0001500122,0.0003315522,0.0007430756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002800035,"about_ca_system_score_gemma":0.0002709009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002690052,"about_ca_topic_score_gemma":0.005660754,"domain_scores_codex":[0.9998921,0.00001504351,0.000004454638,0.00002522778,0.00003691269,0.00002620891],"domain_scores_gemma":[0.9998121,0.00007932187,0.0000165275,0.00002347663,0.00004875046,0.00001987329],"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":[0.0001065473,0.00005315802,0.0001358799,0.00007765917,0.000003226416,0.00005968822,0.00003345754,0.0002032085,0.9937385,0.0001411699,0.0001017075,0.005345853],"study_design_scores_gemma":[0.000001032972,0.0001391535,0.0004850906,0.000003905154,0.000004796244,0.00002650682,0.00002088617,0.0002451306,0.9972204,0.00001825791,0.00183246,0.00000233707],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598964,0.004253186,0.008978438,0.0001232157,0.00007721638,0.0001111162,0.0006544994,0.0001235879,0.02578228],"genre_scores_gemma":[0.9404587,0.003017031,0.01692341,0.0001027919,0.00001596116,0.00007046564,0.0007482669,0.0001044318,0.03855907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002919754,"threshold_uncertainty_score":0.009767592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03331504346889492,"score_gpt":0.2256162611291598,"score_spread":0.1923012176602649,"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."}}