{"id":"W1998673290","doi":"10.1115/imece2007-41421","title":"Axial Crush Drop Tower Testing of Hydroformed Sections","year":2007,"lang":"en","type":"article","venue":"","topic":"Metal Forming Simulation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Structural engineering; Materials science; Tube (container); Aluminium; Tower; FOIL method; Drop (telecommunication); Square (algebra); Welding; Drop test; Composite material; Engineering; Geometry; Mechanical engineering; Mathematics","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":[0.0004117492,0.0003937052,0.0003868645,0.0003784767,0.0004159872,0.0002131744,0.00044843,0.0003841584,0.002368448],"category_scores_gemma":[0.0009512388,0.0002167492,0.000282192,0.0002286414,0.0006208967,0.0002826537,0.0004486634,0.0003174473,0.0004074026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004547165,"about_ca_system_score_gemma":0.0002537535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960606,"about_ca_topic_score_gemma":0.005276639,"domain_scores_codex":[0.9996163,0.00002564843,0.00002167259,0.00004401258,0.0002153852,0.00007707149],"domain_scores_gemma":[0.9992689,0.0001776195,0.00008503457,0.0001189314,0.0002795122,0.00007000893],"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":[0.0001885642,0.00004556684,0.004555744,0.00006925396,0.000009264124,0.0005881284,0.0002913638,0.004275026,0.9799665,0.0001081765,0.0001647465,0.009737757],"study_design_scores_gemma":[0.00001867454,0.001370831,0.02501425,0.00001301398,0.00001451151,0.0002800341,0.0001596119,0.01092663,0.9606239,0.0000559711,0.00149952,0.00002302697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994154,0.00005803827,0.00435074,0.00001685502,0.00001362635,0.00004743871,0.0001467667,0.0001305738,0.001081857],"genre_scores_gemma":[0.9936053,0.00005723053,0.004231985,0.00001905291,0.000004774943,0.00002355603,0.0001820094,0.00002965173,0.001846425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002368448,"threshold_uncertainty_score":0.007923245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069019470575313,"score_gpt":0.2570415719414884,"score_spread":0.2363513772357352,"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."}}