{"id":"W4413937112","doi":"10.1680/icembe.63051.0329","title":"Aluminium bridges","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aluminium; Materials science; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001150438,0.000648827,0.0002198921,0.0007789225,0.000905544,0.001292516,0.0005679154,0.0009124481,0.09378187],"category_scores_gemma":[0.0002113329,0.0002135798,0.0002997275,0.0005525919,0.00035423,0.001555622,0.000853038,0.0007587171,0.04422083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005967317,"about_ca_system_score_gemma":0.0002566893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008407503,"about_ca_topic_score_gemma":0.002512189,"domain_scores_codex":[0.9998844,0.000009369544,0.000003982071,0.00002335956,0.00006719758,0.00001170861],"domain_scores_gemma":[0.9999493,0.000007829443,0.000002801606,0.000006638821,0.00002683965,0.000006555272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003841389,0.00004150633,0.0001085924,0.0003269293,0.000007174445,0.0002129158,0.0005161324,0.001401696,0.005873571,0.3030471,0.3298835,0.3585424],"study_design_scores_gemma":[0.000001423157,0.000008673963,0.00007972078,0.00004620512,0.000001368143,0.0001394908,0.00003657016,0.0002297743,0.0004117063,0.00808982,0.9909527,0.000002440747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009945616,0.005164029,0.007586048,0.0004802427,0.001079978,0.00002672465,0.0001288231,0.0002352363,0.9843044],"genre_scores_gemma":[0.005981919,0.001868065,0.002112677,0.0001818283,0.0001140529,0.00001341368,0.0001114033,0.00004746242,0.9895691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09378187,"threshold_uncertainty_score":0.3137316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009835432848552504,"score_gpt":0.1841778566913432,"score_spread":0.1743424238427906,"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."}}