{"id":"W2244204751","doi":"10.1115/imece2014-39261","title":"Development and Characterization of PLA-Based Bio Composites","year":2014,"lang":"en","type":"article","venue":"","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Ultimate tensile strength; Tannin; Lignin; Polymer; Brittleness; Molding (decorative); 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":[0.0002714288,0.0004319647,0.0002281758,0.0006938141,0.000237195,0.000304283,0.0001628252,0.000322097,0.000954142],"category_scores_gemma":[0.0003732325,0.0002140689,0.0002159671,0.0004571519,0.0001914315,0.0003328752,0.0001194469,0.000425872,0.0003909089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660988,"about_ca_system_score_gemma":0.0002052504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003951206,"about_ca_topic_score_gemma":0.001025651,"domain_scores_codex":[0.999818,0.00001641881,0.0000192187,0.00003823918,0.00008688581,0.0000212746],"domain_scores_gemma":[0.9996525,0.00007656505,0.00009224875,0.0000267535,0.0001088395,0.00004315945],"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":[0.00001015537,0.00001094197,0.00006477952,0.00002539947,8.667398e-7,0.00002191762,0.00001381024,0.00008150752,0.9990074,0.00001609549,0.000005814143,0.0007413513],"study_design_scores_gemma":[0.000001147059,0.00009759876,0.001449995,0.000003965537,0.000005891439,0.0000608797,0.00002124154,0.0003502859,0.9968626,0.00002041376,0.001122282,0.000003623191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541378,0.00276763,0.03627649,0.00009372815,0.00005742737,0.000255229,0.0009221034,0.0003459943,0.005143683],"genre_scores_gemma":[0.9254729,0.002309894,0.06287992,0.00008458763,0.00001894536,0.0003660769,0.001263199,0.000156444,0.007447969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000954142,"threshold_uncertainty_score":0.003191948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859209763034221,"score_gpt":0.195567632797383,"score_spread":0.1769755351670408,"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."}}