{"id":"W3041134422","doi":"10.1002/pc.25717","title":"Premixed cellulose nanocrystal reinforcement of polyamide 6 for melt processing","year":2020,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Composite material; Nanocellulose; Thermal stability; Nanocomposite; Polyamide; Ultimate tensile strength; Ball mill; Cellulose; Polymer; Compression molding; Molding (decorative); Mold; Chemical engineering","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":[0.0001361731,0.0001913726,0.0003421193,0.00005094344,0.0001669802,0.00004581948,0.0003248396,0.00003698051,0.0001183983],"category_scores_gemma":[0.0001045607,0.000165477,0.00009578197,0.0001826881,0.0001993738,0.00022469,0.0002538666,0.0000698679,0.00002370058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003557836,"about_ca_system_score_gemma":0.00007346485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003079496,"about_ca_topic_score_gemma":0.000001476802,"domain_scores_codex":[0.9983655,0.00004071727,0.0004030454,0.0003417862,0.0003969531,0.0004520113],"domain_scores_gemma":[0.9991306,0.0001891077,0.0001997717,0.0001781104,0.0001401817,0.0001622491],"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":[0.0002237423,0.00003898884,0.0001062743,0.0004033072,0.00002015097,0.000002455061,0.0009814771,0.0001222812,0.9951848,0.0006100435,0.000227394,0.002079048],"study_design_scores_gemma":[0.0005374703,0.0003346296,0.00002185483,0.00006116595,0.00002683921,0.000001374687,0.0001591392,0.003065125,0.9946874,0.00008326486,0.000843894,0.0001778783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786585,0.01472167,0.100924,0.001706509,0.0001770707,0.00130427,0.0001103574,0.0002677074,0.00212984],"genre_scores_gemma":[0.9905546,0.00002145423,0.008596648,0.0001540597,0.0001196369,0.00007146136,0.0000171385,0.00002659909,0.0004384091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111896,"threshold_uncertainty_score":0.6747957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937330506438936,"score_gpt":0.282219765401387,"score_spread":0.2528464603369977,"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."}}