{"id":"W4407410638","doi":"10.1680/978-1-83608-556-020251006","title":"Twenty-first Century Case Studies","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":[0.002529122,0.0006852477,0.0003185527,0.002631859,0.006706782,0.005391917,0.001858578,0.00255669,0.02833246],"category_scores_gemma":[0.004298449,0.0002913089,0.0003466635,0.003485207,0.00471547,0.003876584,0.003668451,0.002894394,0.005375163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006113112,"about_ca_system_score_gemma":0.002144815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005204272,"about_ca_topic_score_gemma":0.01570126,"domain_scores_codex":[0.9977369,0.001061278,0.0001115779,0.0001550172,0.0006481858,0.0002869449],"domain_scores_gemma":[0.9979097,0.001147791,0.0001280342,0.0001309637,0.0004181737,0.0002653955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003247722,0.000235179,0.001427756,0.0006890635,0.000008575174,0.007305248,0.03999197,0.0006261836,0.0004068562,0.5274522,0.3351942,0.08663035],"study_design_scores_gemma":[0.000001383439,0.00001252965,0.0002029981,0.0003232925,0.000001253461,0.00126806,0.006209175,0.00004302106,0.00009065867,0.005478329,0.9863628,0.000006729215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01738682,0.02830249,0.005699865,0.01156298,0.003157539,0.0002635628,0.000282526,0.00009783282,0.9332463],"genre_scores_gemma":[0.1514873,0.06880326,0.0122564,0.008864192,0.001517855,0.0006178739,0.0008182899,0.0001425103,0.7554923],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02833246,"threshold_uncertainty_score":0.09478158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01312767695917593,"score_gpt":0.2419571201359837,"score_spread":0.2288294431768078,"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."}}