{"id":"W4391546874","doi":"10.1007/978-3-031-34027-7_4","title":"Parametric Study of Slender Shear Walls Reinforced with Shape Memory Alloy Bars","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Structural engineering; Parametric statistics; Materials science; Shear wall; Shape-memory alloy; Shear (geology); Composite material; Mathematics; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001238126,0.00076434,0.0009747553,0.001006157,0.00002391896,0.00004777236,0.0003436882,0.0004588065,0.0007515999],"category_scores_gemma":[0.00005239283,0.000652811,0.0002212937,0.0005335087,0.00002932229,0.0000935956,0.00008387066,0.001283486,0.00001816335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155019,"about_ca_system_score_gemma":0.00002251953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003884008,"about_ca_topic_score_gemma":0.000117399,"domain_scores_codex":[0.9979348,0.000007505731,0.0006259296,0.0005164091,0.0004899427,0.0004254817],"domain_scores_gemma":[0.998935,0.0002684173,0.00007656951,0.0005615918,0.00005267571,0.0001057721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001517566,0.000002528505,0.000007467584,0.000693618,0.0007461422,0.0001281341,0.0004330593,0.9946642,0.0001582542,0.0005286165,0.00001043478,0.002612353],"study_design_scores_gemma":[0.0004935675,0.0002548652,0.00005589611,0.000776812,0.0005245984,0.00003138146,0.00002470738,0.9948018,0.0004169294,0.0002168089,0.001331161,0.001071453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4685852,0.0369634,0.05343267,0.0002491661,0.0068456,0.008055077,0.0003094869,0.007553042,0.4180064],"genre_scores_gemma":[0.9951183,0.0001559454,0.0007068231,0.00001616079,0.0001950284,0.00002743644,0.00002754723,0.0002321756,0.003520539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5265331,"threshold_uncertainty_score":0.9995923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007646656331132943,"score_gpt":0.1886995483773154,"score_spread":0.1810528920461825,"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."}}