{"id":"W2810302177","doi":"10.1016/j.porgcoat.2018.05.027","title":"Influence of modified cellulose nanocrystals (CNC) on performance of bionanocomposite coatings","year":2018,"lang":"en","type":"article","venue":"Progress in Organic Coatings","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Education, India; Ministry of Earth Sciences","keywords":"Materials science; Ultimate tensile strength; Nanocomposite; Composite material; Acryloyl chloride; Coating; Nanoindentation; Tensile testing; Polymer; Acrylate","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008329898,0.0002510435,0.0004913865,0.0001915543,0.0001337958,0.00002282571,0.0006059428,0.00008618529,0.0001923894],"category_scores_gemma":[0.0004592988,0.0002195607,0.00004775276,0.0006474979,0.001318463,0.0002690007,0.0005070883,0.0001825704,0.00006656492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000980632,"about_ca_system_score_gemma":0.00009831797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004470922,"about_ca_topic_score_gemma":0.00001010762,"domain_scores_codex":[0.9973519,0.0001113696,0.0007845068,0.0004794181,0.0007221902,0.0005505715],"domain_scores_gemma":[0.998063,0.0003294252,0.0006096782,0.0003875613,0.0005294711,0.000080855],"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":[0.0001929242,0.0001770617,0.02646237,0.0003467138,0.000005348942,0.000003712108,0.001729907,0.0001109747,0.9688758,0.0004059268,0.00001132429,0.001677945],"study_design_scores_gemma":[0.0005910925,0.0008956747,0.01208667,0.0005757963,0.0000073782,0.000003366999,0.00008986492,0.0004960655,0.9848368,0.0001623738,0.0000489774,0.0002060035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984438,0.0003543095,0.00006735572,0.00007783309,0.00005536589,0.0005007696,0.00001599586,0.00006366226,0.0004208675],"genre_scores_gemma":[0.9968487,0.00006927479,0.002806507,0.00003013422,0.0000450454,0.00005039192,0.000002363876,0.00003254365,0.0001150281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01596094,"threshold_uncertainty_score":0.8953425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632995903634073,"score_gpt":0.2864830312432451,"score_spread":0.2701530722069044,"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."}}