{"id":"W770223093","doi":"10.1063/1.4918501","title":"Biocomposites from co-polypropylene and distillers’ grains","year":2015,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ministero dello Sviluppo Economico; Ontario Ministry of Food and Agriculture; Ministry of Rural Affairs; Ontario Ministry of Economic Development and Innovation","keywords":"Materials science; Biocomposite; Polypropylene; Composite material; Heat deflection temperature; Ultimate tensile strength; Flexural strength; Melt flow index; Izod impact strength test; Compatibilization; Molding (decorative); Flexural modulus; Toughness; Composite number; Injection moulding; Polymer; Polymer blend; Copolymer","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":[0.0001832545,0.0002614092,0.0002885055,0.00008621219,0.000135466,0.0004964949,0.0004263705,0.0001120113,0.0001527329],"category_scores_gemma":[0.0001124498,0.0002174235,0.00003575021,0.0001508378,0.0002605187,0.0006456072,0.0002099075,0.0001678302,0.0002981749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000567658,"about_ca_system_score_gemma":0.0000757463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003114372,"about_ca_topic_score_gemma":0.000004959149,"domain_scores_codex":[0.9984768,0.00001102834,0.0002658055,0.0004965504,0.0003635551,0.0003862836],"domain_scores_gemma":[0.9989817,0.00006002831,0.0001391164,0.0001404571,0.0003273181,0.0003514334],"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":[0.00005251127,0.00001383552,0.01123981,0.00001555952,0.000009269364,0.00000318591,0.002249574,2.167492e-7,0.9804183,0.004156599,0.001289973,0.0005511426],"study_design_scores_gemma":[0.001079188,0.0003439629,0.005783882,0.0001344748,0.00004950357,0.00003830472,0.001140675,0.003172947,0.969689,0.01370904,0.004141892,0.000717194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922185,0.0002869201,0.0005307582,0.0007379527,0.0001714811,0.0002451984,0.00004414063,0.0002581774,0.005506878],"genre_scores_gemma":[0.9942072,0.00002124174,0.005014743,0.0002484359,0.0001286143,0.00002506501,0.00002638453,0.00002080293,0.0003075163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01072939,"threshold_uncertainty_score":0.8866271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246858286551628,"score_gpt":0.2628955212786698,"score_spread":0.2304269384131535,"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."}}