{"id":"W4399509864","doi":"","title":"Cellulose nanocrystals as reinforcements in thermoplastic Composites: effect of processing route on dispersion","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Composite material; Materials science; Dispersion (optics); Thermoplastic; Cellulose; Reinforcement; Thermoplastic composites; Nanocrystal; Nanotechnology; 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":[0.0003310772,0.0002671546,0.0002730076,0.0001468586,0.0001757866,0.000484164,0.0001677127,0.0003058757,0.001385539],"category_scores_gemma":[0.0004815942,0.0001981986,0.0001915162,0.000165761,0.0001836721,0.0004105275,0.0001592125,0.0004091532,0.0004201442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870007,"about_ca_system_score_gemma":0.0002036098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199439,"about_ca_topic_score_gemma":0.002759276,"domain_scores_codex":[0.9998137,0.00002788041,0.0000145541,0.00007426229,0.00003319619,0.00003640052],"domain_scores_gemma":[0.9995543,0.0001992968,0.00009421157,0.00003219898,0.00006960434,0.00005028538],"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":[0.0002770668,0.00003377087,0.00005347536,0.00002773091,0.000003629329,0.00001846262,0.00002354436,0.0001542125,0.9980277,0.00004351328,0.00001521875,0.001321571],"study_design_scores_gemma":[0.000005546964,0.0001384854,0.0002881934,0.000002694358,0.000008879319,0.00001000846,0.00000639895,0.0005313559,0.9987846,0.000007917686,0.0002131642,0.000002644133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957391,0.000850284,0.001429547,0.0000314143,0.00002544046,0.00001748946,0.00007142905,0.00004896431,0.001786324],"genre_scores_gemma":[0.9952025,0.0007107471,0.001940391,0.00001587034,0.00001071571,0.0000113251,0.00005610867,0.00005503897,0.001997273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001385539,"threshold_uncertainty_score":0.004635096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093404552015455,"score_gpt":0.2686353426195731,"score_spread":0.2577012970994186,"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."}}