{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005806446,0.00007028494,0.00006466717,0.0001152042,0.0002143193,0.0000144628,0.0001480172,0.00001890982,0.0007576527],"category_scores_gemma":[0.00003838028,0.00007574624,0.00005870856,0.0001101726,0.00002573551,0.00003022353,0.0002277532,0.0001934277,0.00008101296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004766697,"about_ca_system_score_gemma":0.00000325301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004378453,"about_ca_topic_score_gemma":0.000004374971,"domain_scores_codex":[0.9995689,0.00001629331,0.00009117751,0.0001005264,0.00008622421,0.0001369198],"domain_scores_gemma":[0.999747,0.00004849611,0.00001392323,0.0001658413,0.000005969885,0.00001875928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002909647,0.0004469492,0.004350518,0.0003071674,0.0005388582,0.0001806534,0.001525573,0.5451035,0.03206859,0.03167833,0.2266405,0.1571303],"study_design_scores_gemma":[0.001144791,0.0002817576,0.01633157,0.000194677,0.0001178881,0.00009025201,0.00319389,0.0955971,0.2875302,0.03985576,0.5541187,0.001543466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564679,0.0001011676,0.00702787,0.0001197501,0.001303245,0.00009107649,0.00005161295,0.002411748,0.03242564],"genre_scores_gemma":[0.9982905,0.000006739924,0.0003167464,0.00001062914,0.00003250278,0.00008240298,0.00001270248,0.00001688151,0.001230854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4495064,"threshold_uncertainty_score":0.8295766,"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."}}