{"id":"W4311770476","doi":"10.1016/j.carbpol.2022.120465","title":"Drying stresses in cellulose nanocrystal coatings: Impact of molecular and macromolecular additives","year":2022,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Ethylene glycol; Vinyl alcohol; PEG ratio; Cellulose; Glycerol; Coating; Chemical engineering; Nanocrystal; Composite material; Polymer; Organic chemistry; Nanotechnology; Chemistry","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":[0.0002729365,0.0002124741,0.0003394024,0.0002420582,0.0001680144,0.0000310809,0.0002359654,0.00002888619,0.0006945309],"category_scores_gemma":[0.0001331628,0.000207507,0.00009764944,0.0004858203,0.000362126,0.0001460346,0.0005588343,0.0001893512,0.000002114564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001709478,"about_ca_system_score_gemma":0.0001391024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006906642,"about_ca_topic_score_gemma":0.00000907489,"domain_scores_codex":[0.9980307,0.0002851747,0.0003087842,0.0004077108,0.0004366327,0.0005310455],"domain_scores_gemma":[0.9992866,0.0001532421,0.0001662471,0.0002311053,0.00004527082,0.0001175616],"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":[0.00005526339,0.00005436232,0.0006448827,0.00004562256,0.00002459569,0.0002702102,0.001051951,0.001467973,0.9956957,0.000102895,0.00001241788,0.0005741946],"study_design_scores_gemma":[0.000464512,0.0002343656,0.0003032317,0.0000347095,0.0000129827,0.000008000118,0.002068139,0.0003172492,0.9961051,0.0002143295,0.00001984985,0.0002175749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992883,0.005745519,0.00006569678,0.00003486757,0.00007212576,0.0002425665,0.0002538298,0.0000310585,0.0006713314],"genre_scores_gemma":[0.999533,0.00007868051,0.0001679944,0.00002034171,0.00001119295,0.00008452257,0.0000210173,0.00003054279,0.00005272735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006649976,"threshold_uncertainty_score":0.8461891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035236029205822,"score_gpt":0.2722082316921528,"score_spread":0.2618558714000946,"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."}}