{"id":"W4415452360","doi":"10.3390/polym17212817","title":"The Role of Cross-Sectional Design and Orientation in Governing Energy Absorption of Additively Manufactured Polyamide 12 (PA12) Octet Lattices","year":2025,"lang":"en","type":"article","venue":"Polymers","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Crashworthiness; Dissipation; Truss; Orientation (vector space); Deformation (meteorology); Polyamide; Relative density; Rotational energy; Torsion (gastropod)","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":[0.0001257918,0.00008970206,0.0001046583,0.0001206567,0.00005947051,0.00002100671,0.00009654503,0.00007193848,0.00001542267],"category_scores_gemma":[0.00006821704,0.00007762368,0.00002622758,0.00009279612,0.0001430514,0.00008435169,0.00003791089,0.00009090534,5.127766e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003735597,"about_ca_system_score_gemma":0.00001239214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002452719,"about_ca_topic_score_gemma":0.00004376163,"domain_scores_codex":[0.999438,0.00002463881,0.0002018368,0.0001128876,0.00009435384,0.0001282301],"domain_scores_gemma":[0.9994976,0.000304796,0.0000789812,0.00008998704,0.00001790125,0.00001075145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004281633,0.00006605982,0.2625448,0.0002422085,0.0004582464,0.000003011937,0.001200965,0.05429888,0.1018032,0.02935608,0.0002498488,0.5493485],"study_design_scores_gemma":[0.0001551633,0.0000141777,0.398721,0.00002975775,0.000005644639,5.320349e-7,0.0002664153,0.003094623,0.5948585,0.00204499,0.0007504237,0.00005868271],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852926,0.001068572,0.01099677,0.00002047113,0.0001550422,0.00006885176,0.00003948268,0.0001206921,0.00223748],"genre_scores_gemma":[0.9991657,0.0001456505,0.0005116927,0.000004849227,0.00001043014,0.00001326021,0.00001057001,0.000007890633,0.000129943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5492898,"threshold_uncertainty_score":0.3165402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009601104923359843,"score_gpt":0.2340931718213291,"score_spread":0.2244920668979692,"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."}}