{"id":"W4200347406","doi":"10.32920/16777552","title":"An Investigation Into Low Velocity Impact Of 3D Printed Thermoplastic Plates","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Izod impact strength test; Composite material; Impact energy; Polylactic acid; Enhanced Data Rates for GSM Evolution; 3d printed; Layer (electronics); Pendulum; Brittleness; Stiffness; Ultimate tensile strength; Polymer; Mechanical engineering; Engineering; Biomedical engineering","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":[0.0002127532,0.0004084288,0.0002225727,0.0006568187,0.0003554623,0.0004088187,0.0003583755,0.0007604637,0.004153549],"category_scores_gemma":[0.0005301458,0.0002792876,0.000435474,0.0003514411,0.000444987,0.0005035109,0.0003697739,0.0005434792,0.0005237582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003181493,"about_ca_system_score_gemma":0.0001605732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006121598,"about_ca_topic_score_gemma":0.0009867013,"domain_scores_codex":[0.9996235,0.00001767229,0.00001336591,0.00004633658,0.0002375608,0.00006142002],"domain_scores_gemma":[0.9994791,0.0001907867,0.00009514083,0.00005979099,0.0001382153,0.00003688326],"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":[0.0001489474,0.00004521526,0.002844885,0.0001737427,0.00001345852,0.001165775,0.0002441765,0.003427402,0.9817637,0.0001390476,0.00008853791,0.009945045],"study_design_scores_gemma":[0.000008375702,0.001158888,0.03645078,0.00003493046,0.00003552943,0.001152043,0.0004905231,0.01011006,0.9485438,0.0001322071,0.00184951,0.00003345891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914231,0.000574169,0.005563044,0.00003483516,0.00003391397,0.00003478022,0.00009029754,0.0001066075,0.002139341],"genre_scores_gemma":[0.9945486,0.0003537772,0.002204343,0.00003554291,0.000006757707,0.0000133802,0.00009405479,0.0000206713,0.002722796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004153549,"threshold_uncertainty_score":0.01389503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396330758837787,"score_gpt":0.2458148590718254,"score_spread":0.2318515514834475,"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."}}