{"id":"W2502756073","doi":"10.1142/9789814566469_0035","title":"Chiral Nematic Self-Assembly of Cellulose Nanocrystals in Suspensions and Solid Films","year":2014,"lang":"en","type":"book-chapter","venue":"Materials and Energy/Materials and energy","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Nanocrystal; Liquid crystal; Materials science; Cellulose; Self-assembly; Chemical engineering; Colloid; Nanotechnology; Polymer science; Optoelectronics","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":[0.00007373731,0.0001649339,0.0001707425,0.0001345979,0.0001823343,0.000461043,0.0001872067,0.0001190504,0.001214954],"category_scores_gemma":[0.0000815449,0.0001661161,0.0001127633,0.0001181824,0.0001619462,0.0002747021,0.0001554361,0.0003439316,0.0003390363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542107,"about_ca_system_score_gemma":0.0001540611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000812997,"about_ca_topic_score_gemma":0.001803773,"domain_scores_codex":[0.9999375,0.00000506368,0.000002712458,0.00001469009,0.00002591221,0.00001407777],"domain_scores_gemma":[0.9999733,0.000008478696,0.000004375812,0.000002265969,0.000005200252,0.000006328148],"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":[0.00002931386,0.00002673416,0.00006682397,0.0000507216,0.000003633951,0.00006224855,0.00003931801,0.000260095,0.9855951,0.002546706,0.0004841989,0.01083507],"study_design_scores_gemma":[0.000006037019,0.00004057482,0.0005456256,0.000007117914,0.000003261409,0.00005710393,0.00002188161,0.003246411,0.9893757,0.0003569714,0.006333199,0.000006127149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8652682,0.01172647,0.01560364,0.0004113336,0.0003399077,0.00006161586,0.000204264,0.0004080265,0.1059765],"genre_scores_gemma":[0.9382914,0.003765259,0.00662818,0.0001906208,0.00005957956,0.00002908332,0.0002172507,0.0001592383,0.05065951],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001214954,"threshold_uncertainty_score":0.004064441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01328085669485055,"score_gpt":0.2378262176576278,"score_spread":0.2245453609627772,"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."}}