{"id":"W3073110331","doi":"10.1039/d0sm01376e","title":"Cellulose nanocrystals for gelation and percolation-induced reinforcement of a photocurable poly(vinyl alcohol) derivative","year":2020,"lang":"en","type":"article","venue":"Soft Matter","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation","keywords":"Vinyl alcohol; Materials science; Rheology; Dynamic mechanical analysis; Nanocomposite; Chemical engineering; Polymer; Microstructure; Cellulose; Nanocrystal; Polymer chemistry; Composite material; Nanotechnology","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":[0.0001140072,0.0001949618,0.00009156269,0.0001169858,0.00005990608,0.0001166008,0.0001611269,0.000186901,0.000655417],"category_scores_gemma":[0.0001555083,0.00008600607,0.0001773123,0.00007700256,0.0000797434,0.0001455648,0.00009182526,0.0002399219,0.0001364178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599246,"about_ca_system_score_gemma":0.0001752828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240205,"about_ca_topic_score_gemma":0.001870029,"domain_scores_codex":[0.999929,0.00000834094,0.000005638501,0.0000218086,0.00002266291,0.0000126026],"domain_scores_gemma":[0.9999138,0.00002558296,0.00002923447,0.000006141901,0.00001131222,0.00001388184],"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":[0.00001053554,0.000007608447,0.00004467252,0.00001530003,0.000001777334,0.00001370096,0.000003271772,0.0001309452,0.9988187,0.00005586692,0.00001144925,0.0008861211],"study_design_scores_gemma":[0.000001862449,0.00002611916,0.0003379954,0.0000011951,0.000002324605,0.00001597203,0.000001396063,0.001501741,0.997844,0.00001023711,0.0002557805,0.000001344213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984969,0.001436085,0.01124907,0.00007752491,0.00003568859,0.00002830724,0.0001162097,0.00009928512,0.001988818],"genre_scores_gemma":[0.9926968,0.0003936186,0.005516331,0.00002341865,0.000003296733,0.00001625796,0.00006093895,0.00001545981,0.001273807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240205,"threshold_uncertainty_score":0.002611458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065452995824097,"score_gpt":0.2965030115560199,"score_spread":0.2558484815977789,"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."}}