{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001157807,0.0003430219,0.000189663,0.000219487,0.0001218949,0.0002016736,0.0002074006,0.0002100118,0.001158235],"category_scores_gemma":[0.00015331,0.0001439982,0.0002153548,0.0001149338,0.0001198641,0.0002552923,0.0001471781,0.0004704904,0.0003292851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002204178,"about_ca_system_score_gemma":0.0001760636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005288792,"about_ca_topic_score_gemma":0.001502834,"domain_scores_codex":[0.9998987,0.000007249404,0.000007360701,0.00002635988,0.00004584448,0.00001438426],"domain_scores_gemma":[0.9999015,0.00001669419,0.00003943033,0.00001144607,0.00001772099,0.00001309078],"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":[0.00001202925,0.000009505791,0.00001923876,0.00002051172,0.000001355828,0.00001424404,0.000005294939,0.00005456013,0.9987932,0.00003164013,0.000008852862,0.001029595],"study_design_scores_gemma":[0.000001527685,0.00005011387,0.0001619157,0.000001797171,0.000002505362,0.00001942617,0.000001776664,0.0003870434,0.9989126,0.000004581358,0.0004549643,0.000001846149],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653337,0.001704277,0.02866646,0.00005011926,0.00009423189,0.0000748813,0.0001451981,0.0002586495,0.00367239],"genre_scores_gemma":[0.9721234,0.0006791819,0.02417832,0.00002427042,0.00001710527,0.00004599887,0.0001037163,0.00006567065,0.002762269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001158235,"threshold_uncertainty_score":0.003874719,"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."}}