{"id":"W4402031551","doi":"10.32920/26862382","title":"A Numerical Investigation Into the Natural Frequency Analysis of Delaminated 3D-Printed PLA Beams Including Contact","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Natural (archaeology); Natural frequency; Materials science; Composite material; Acoustics; Geology; Physics; Vibration","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001462362,0.0003488498,0.000759414,0.0004679315,0.0001895506,0.0003504023,0.0007039915,0.0002700359,0.001473176],"category_scores_gemma":[0.0005053956,0.0002262413,0.000300881,0.001116448,0.0001895344,0.0001026686,0.001245523,0.0004985224,0.0001666868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002506251,"about_ca_system_score_gemma":0.0003512715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01112145,"about_ca_topic_score_gemma":0.0007894535,"domain_scores_codex":[0.9969778,0.0004268931,0.001000903,0.0007030579,0.0006057525,0.0002855862],"domain_scores_gemma":[0.9980223,0.000300178,0.0004887385,0.0007372503,0.0003680945,0.00008339943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002500331,0.00003834644,0.0003832211,0.0002515425,0.0008372831,0.000005534087,0.007575059,0.008738808,0.9734789,0.007794664,0.0001979777,0.0006737037],"study_design_scores_gemma":[0.0004319217,0.0001256335,0.04504419,0.0007665622,0.007577301,0.000007960104,0.001363687,0.4849434,0.3931113,0.06535576,0.000081392,0.001190808],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993911,0.000371091,0.001338725,0.001016574,0.001860692,0.0005046105,0.00009974431,0.000335345,0.000562256],"genre_scores_gemma":[0.9946042,0.00001768547,0.004553203,0.0001323274,0.0001011233,0.0001353518,0.0002772296,0.00003739881,0.0001415023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5803675,"threshold_uncertainty_score":0.9994396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666881468033748,"score_gpt":0.3184802490032369,"score_spread":0.2818114343228994,"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."}}