{"id":"W4400017672","doi":"","title":"Cellulose nanocrystals as reinforcements in thermoplastic composites: processing routes as key","year":2024,"lang":"en","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; Thermoplastic; Cellulose; Reinforcement; Key (lock); Thermoplastic composites; Computer science; Engineering; 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":[0.0003899449,0.0003391716,0.0001934668,0.0001537571,0.0002366443,0.0006374631,0.0002467569,0.000516072,0.004554003],"category_scores_gemma":[0.0002798097,0.0001438,0.0002457863,0.0001784558,0.0002058806,0.0007731229,0.0001617849,0.0005416537,0.001158612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004443128,"about_ca_system_score_gemma":0.0002540748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004827,"about_ca_topic_score_gemma":0.001700662,"domain_scores_codex":[0.9998831,0.00001823727,0.000006331434,0.00004254656,0.00002568387,0.00002415419],"domain_scores_gemma":[0.9998391,0.00006096244,0.00002835347,0.0000150664,0.00003551089,0.00002093806],"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":[0.0002553443,0.0000976169,0.0001001452,0.0003457296,0.000007579235,0.0001009177,0.00007237039,0.0007154946,0.9791602,0.00406386,0.0004155317,0.01466502],"study_design_scores_gemma":[0.00001146102,0.0002456853,0.0003214324,0.00001736443,0.00001460694,0.0000804851,0.00003181061,0.001355914,0.9872017,0.0002934794,0.0104162,0.000009932268],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8589707,0.02759359,0.04396436,0.001387427,0.0007571267,0.00029978,0.0005361472,0.0005592675,0.06593159],"genre_scores_gemma":[0.9335273,0.01631317,0.01756251,0.0002090366,0.0001454053,0.000100722,0.0002296784,0.000174348,0.03173785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004554003,"threshold_uncertainty_score":0.01523465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01350097798002868,"score_gpt":0.2653266343228918,"score_spread":0.2518256563428631,"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."}}