{"id":"W1973124050","doi":"10.1007/s11998-014-9634-3","title":"Effect of addition of cellulose nanocrystals to wood coatings on color changes and surface roughness due to accelerated weathering","year":2014,"lang":"en","type":"article","venue":"Journal of Coatings Technology and Research","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"ArboraNano; FPInnovations","keywords":"Materials science; Gloss (optics); Composite material; Varnish; Coating; Polyurethane; Sandpaper; Surface roughness; Cellulose; Chemical engineering","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":[0.005373782,0.0001528671,0.000618934,0.0007995883,0.0002163286,0.00003175086,0.0003355271,0.0001643147,0.00002518608],"category_scores_gemma":[0.003808015,0.0001105392,0.00002907328,0.0009628456,0.0005876191,0.0001166628,0.0003756401,0.0004705151,0.000004316669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005172669,"about_ca_system_score_gemma":0.00004069558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001853724,"about_ca_topic_score_gemma":0.00001197942,"domain_scores_codex":[0.9977525,0.000449778,0.0004314957,0.000255768,0.0006649693,0.0004455032],"domain_scores_gemma":[0.9966069,0.001840478,0.0003436991,0.0001829163,0.0008864942,0.0001394458],"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":[0.0006512704,0.00004970229,0.0002173578,0.0003075634,0.00001335219,0.00001686218,0.000679101,0.00007760619,0.9875404,0.0003893558,0.0001322798,0.009925113],"study_design_scores_gemma":[0.0006502129,0.008722812,0.0001582886,0.0006525775,0.000009065784,0.00003472307,0.0005836699,0.00004609134,0.9881325,0.000540185,0.0003782908,0.00009160719],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964777,0.0002978583,0.0005916822,0.001985325,0.00004848446,0.0004595459,0.00001192066,0.00002068267,0.0001068628],"genre_scores_gemma":[0.9974328,0.0001300894,0.002242887,0.0000151207,0.00003844929,0.00002113196,4.647388e-7,0.00001644471,0.0001026538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009833506,"threshold_uncertainty_score":0.4558825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634417839892642,"score_gpt":0.3454398769273153,"score_spread":0.3190956985283889,"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."}}