{"id":"W4300485802","doi":"10.3390/inventions7030070","title":"Waste Plastic Direct Extrusion Hangprinter","year":2022,"lang":"en","type":"article","venue":"Inventions","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Compounding; Limiting; Extrusion; Plastic waste; Dram; Fused filament fabrication; Process engineering; Materials science; Computer science; Waste management; Engineering; Mechanical engineering; 3D printing; Composite material; Computer hardware","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002181403,0.0004304436,0.0002913092,0.0006542042,0.0002408361,0.0004798572,0.0006394592,0.0005308345,0.008892713],"category_scores_gemma":[0.0003498646,0.0002282047,0.0004229506,0.0004833631,0.0002452843,0.00059113,0.0005726915,0.0007356959,0.003987083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297808,"about_ca_system_score_gemma":0.0001435545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001248981,"about_ca_topic_score_gemma":0.0003295047,"domain_scores_codex":[0.9995158,0.00001747775,0.00002511185,0.00009597683,0.0003063579,0.00003927164],"domain_scores_gemma":[0.9996679,0.0000713901,0.00008731439,0.00009077026,0.00005818561,0.00002442461],"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":[0.00014015,0.00006703439,0.000490184,0.0002381695,0.00001590094,0.0007688713,0.00007041262,0.0008679563,0.9365106,0.00188256,0.001648939,0.05729936],"study_design_scores_gemma":[0.000007780262,0.0001105957,0.000790774,0.00000999135,0.000008953814,0.0004302619,0.00001081634,0.001459583,0.9841278,0.0001455867,0.01288684,0.00001106216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6107499,0.002961567,0.3074199,0.0004903756,0.0007547225,0.0003383241,0.002303091,0.0113949,0.06358729],"genre_scores_gemma":[0.822991,0.001538624,0.1046038,0.0004989024,0.00007870854,0.0001440718,0.001539484,0.0007001148,0.06790536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008892713,"threshold_uncertainty_score":0.0297491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736368660878304,"score_gpt":0.2103946510812532,"score_spread":0.1930309644724701,"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."}}