{"id":"W4282923992","doi":"10.1039/d2sm00140c","title":"How hydrogen-bonding interactions and nanocrystal aspect ratios influence the morphology and mechanical performance of polymer nanocomposites reinforced with cellulose nanocrystals","year":2022,"lang":"en","type":"article","venue":"Soft Matter","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; FPInnovations","funders":"Natural Resources Canada; Ministry of Forests, Lands and Natural Resource Operations","keywords":"Polymer; Materials science; Nanocrystal; Nanocomposite; Hydrogen bond; Polyvinyl alcohol; Polymer nanocomposite; Chemical engineering; Vinyl alcohol; Polyethylene oxide; Cellulose; Polymer architecture; Morphology (biology); Polymer chemistry; Composite material; Molecule; Nanotechnology; Chemistry; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001116997,0.0001233415,0.0000937991,0.00008762474,0.00007933117,0.0002903368,0.0001248133,0.0001497873,0.000885639],"category_scores_gemma":[0.000267256,0.000141723,0.00009497365,0.00007315676,0.0001226056,0.0002305313,0.00007826992,0.0001754424,0.0001336602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002218913,"about_ca_system_score_gemma":0.0001111837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001015047,"about_ca_topic_score_gemma":0.00307688,"domain_scores_codex":[0.9999166,0.000005853633,0.000006673108,0.00002232779,0.00002780929,0.00002075568],"domain_scores_gemma":[0.9998808,0.00003989734,0.00003129166,0.000006156723,0.00002053919,0.00002128312],"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":[0.00006150088,0.00001441548,0.0002870622,0.00001667079,0.000004878451,0.00002021902,0.00001249729,0.0002449528,0.9982199,0.00006934382,0.00003896267,0.001009479],"study_design_scores_gemma":[0.000005771764,0.00004393644,0.002608414,0.000002485613,0.00001228844,0.00002080805,0.00001560125,0.004176661,0.9927894,0.00001937654,0.0003000959,0.000005177651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981591,0.0001471677,0.000567895,0.00002515209,0.00001085899,0.000003725235,0.00004956328,0.00001876908,0.001017886],"genre_scores_gemma":[0.9989768,0.0000756576,0.0004933852,0.000009317149,0.000001934108,0.000004202657,0.00003150274,0.00001270475,0.00039443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001015047,"threshold_uncertainty_score":0.002962768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009673452758417408,"score_gpt":0.2399153594560318,"score_spread":0.2302419066976144,"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."}}