{"id":"W2795565315","doi":"10.1021/acsomega.8b00056","title":"In Situ Cellulose Nanocrystal-Reinforced Glycerol-Based Biopolyester for Enhancing Poly(lactic acid) Biocomposites","year":2018,"lang":"en","type":"article","venue":"ACS Omega","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Agriculture, Food and Rural Affairs; University of Guelph","keywords":"Cellulose; Lactic acid; Glycerol; Nanocrystal; In situ; Materials science; Chemical engineering; Organic chemistry; Chemistry; Nanotechnology; Bacteria; Biology","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":[0.0004163455,0.0002733656,0.0003340363,0.0001963675,0.0002355202,0.0002247078,0.0003945788,0.0001275409,0.000164812],"category_scores_gemma":[0.00008033255,0.0002150796,0.00009231809,0.0002419775,0.0002411899,0.0005012075,0.0000856398,0.00008115199,0.0003188287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006377114,"about_ca_system_score_gemma":0.0001023713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004613168,"about_ca_topic_score_gemma":0.0004356068,"domain_scores_codex":[0.9982014,0.0000749953,0.0004430643,0.0004358586,0.000224972,0.0006196985],"domain_scores_gemma":[0.9990147,0.0001962273,0.0001535619,0.0004404779,0.00008454359,0.0001104959],"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":[0.0003899891,0.00003776071,0.00005836668,0.00008082641,0.000007684729,0.000003345529,0.0003820907,1.955019e-7,0.9965937,0.0001643971,0.0004314227,0.00185025],"study_design_scores_gemma":[0.0007174242,0.0003389647,0.00003405335,0.00008919206,0.00002250652,0.000004678348,0.00007917662,0.0002522916,0.9933482,0.00005591313,0.004733541,0.0003240064],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843314,0.009701215,0.002236959,0.001203848,0.001033723,0.0003571141,0.00002941765,0.0001183773,0.0009879939],"genre_scores_gemma":[0.9939216,0.000005145428,0.002712754,0.00123073,0.0003452966,0.00009922496,0.000007878252,0.00003924396,0.001638102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009696069,"threshold_uncertainty_score":0.8770692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01746833661951618,"score_gpt":0.2413532666517416,"score_spread":0.2238849300322255,"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."}}