{"id":"W3209735260","doi":"10.32920/ryerson.14639052.v1","title":"Development of a Polymer Extrusion System to Manufacture Recycled Bioplastic Composites for Additive Manufacturing","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"McGill University","keywords":"Materials science; Extrusion; Ultimate tensile strength; Composite material; Plastics extrusion; Thermoplastic; Textile; Fiber; Bioplastic; Turbine blade; Raw material; Turbine; Waste management; Mechanical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.000724224,0.0005672951,0.0004422564,0.0007802288,0.0003747035,0.0005937888,0.0004720697,0.0005518708,0.001529652],"category_scores_gemma":[0.0004730086,0.0004009966,0.0005835932,0.0004894226,0.000223769,0.0005430345,0.0003148297,0.0008340104,0.001557399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596068,"about_ca_system_score_gemma":0.0005816083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004796174,"about_ca_topic_score_gemma":0.000918804,"domain_scores_codex":[0.9993532,0.00004910095,0.00006202474,0.0001267979,0.0003650729,0.00004379966],"domain_scores_gemma":[0.9995837,0.00006152954,0.0001150303,0.00007157285,0.0001347793,0.00003342927],"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":[0.00002543853,0.00005811892,0.0001974224,0.0000882209,0.000005437784,0.00009516837,0.00004354978,0.0003725834,0.9820921,0.0002107271,0.00006799158,0.01674322],"study_design_scores_gemma":[0.000007282322,0.0003216633,0.00154171,0.00001527111,0.00001464879,0.0002674014,0.00001306289,0.001710596,0.9892099,0.00002662737,0.006858109,0.00001375822],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4881603,0.001920753,0.4954078,0.0001962691,0.0002708571,0.001174512,0.0007230871,0.003946655,0.00819977],"genre_scores_gemma":[0.4572402,0.001630298,0.5288599,0.00008916126,0.00003224966,0.0006333371,0.00109293,0.0003575862,0.01006435],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001529652,"threshold_uncertainty_score":0.005117238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01461049193967024,"score_gpt":0.2245219822301143,"score_spread":0.209911490290444,"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."}}