{"id":"W4389069101","doi":"10.1002/pen.26585","title":"Improved pressure‐sensitive adhesive performance using carboxylated cellulose nanocrystals via blending","year":2023,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Montreal Biodome; Queen's University; University of British Columbia; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Adhesive; Composite material; Homogenizer; Mixing (physics); Central composite design; Factorial experiment; Cellulose; Chemical engineering; Response surface methodology; Chromatography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007231208,0.0002190882,0.0002398999,0.0003393657,0.0004807867,0.0001205682,0.0002696574,0.00004297962,0.00001151828],"category_scores_gemma":[0.000179151,0.0001978554,0.00003050598,0.001240066,0.0004629286,0.0005915768,0.0003879198,0.00014632,0.00002258235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000069874,"about_ca_system_score_gemma":0.00009277031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009212234,"about_ca_topic_score_gemma":7.335129e-7,"domain_scores_codex":[0.997793,0.00002377119,0.0002145782,0.0005598738,0.000475559,0.0009332865],"domain_scores_gemma":[0.99922,0.0001359937,0.00006756728,0.0002420546,0.0001178116,0.0002165862],"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":[0.000007956794,0.000005067521,0.00006677787,0.00006932729,0.000008261123,0.00001424923,0.0005816096,0.006718051,0.9918162,0.00004236293,0.000002247582,0.0006678787],"study_design_scores_gemma":[0.00008777096,0.00002818065,0.0003375192,0.00004318669,0.000009153724,0.00001195679,0.00007396115,0.3901318,0.6090936,0.000003429418,0.00002400482,0.0001554428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948619,0.001114592,0.003015945,0.0000275246,0.0003862559,0.0001773824,0.00001126146,0.0003025449,0.000102587],"genre_scores_gemma":[0.9984197,0.0001216429,0.0008932627,0.000008143315,0.00006493342,0.00001516227,0.000001173876,0.00002333889,0.000452642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3834138,"threshold_uncertainty_score":0.806831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566293846823748,"score_gpt":0.2545870775142897,"score_spread":0.2389241390460522,"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."}}