{"id":"W4399206523","doi":"10.56131/tmt.2024.3.1.252","title":"Analysis of the tensile strength of 3D printed elements","year":2024,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Infill; Ultimate tensile strength; Materials science; Tension (geology); 3D printing; Structural engineering; Composite material; 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":[0.0002470825,0.0002714125,0.0001408165,0.0008003272,0.0001428994,0.0002266231,0.0002449952,0.000454889,0.003644141],"category_scores_gemma":[0.0007323641,0.0002108111,0.0002908505,0.0004815239,0.0002999362,0.0002826839,0.0001855485,0.0003240362,0.0006904053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425339,"about_ca_system_score_gemma":0.00008878445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002773093,"about_ca_topic_score_gemma":0.0004936052,"domain_scores_codex":[0.9996023,0.0000273508,0.00002496758,0.00004564116,0.0002758595,0.00002390948],"domain_scores_gemma":[0.9991347,0.0003219867,0.0001524885,0.0001011433,0.0002510495,0.00003865291],"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":[0.00006813349,0.00001936804,0.001651816,0.00007482587,0.00001873982,0.0001247427,0.00006550348,0.002578547,0.9850076,0.0001009556,0.00003773937,0.01025189],"study_design_scores_gemma":[0.000003995427,0.0003692408,0.03655465,0.00001392593,0.00003035203,0.0003095815,0.000092944,0.01044336,0.950704,0.00008988121,0.001367781,0.00002021337],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795418,0.0003920091,0.01526648,0.0000247236,0.00002454199,0.00001572665,0.0003575615,0.000123965,0.004253255],"genre_scores_gemma":[0.9949059,0.0001401942,0.003019539,0.00001194162,0.000005223687,0.00001631639,0.0002472687,0.00002176395,0.001631886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003644141,"threshold_uncertainty_score":0.01219088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086281880309316,"score_gpt":0.2272698605548056,"score_spread":0.2164070417517124,"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."}}