{"id":"W4409392184","doi":"10.1016/j.jobe.2025.112644","title":"Behaviour of steel perforated plate seismic fuses in timber end brace connections","year":2025,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of Alberta","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; University of Northern British Columbia","keywords":"Brace; Structural engineering; Engineering; Geology; Forensic engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002104755,0.0001498037,0.0004075142,0.0006853151,0.00001968059,0.00003730389,0.0001755672,0.00007080215,0.00003979174],"category_scores_gemma":[0.00006172622,0.0001449792,0.0001080243,0.0004637001,0.00001099914,0.0002052775,0.00002897263,0.0002343791,7.535833e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188156,"about_ca_system_score_gemma":0.00002108715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001837893,"about_ca_topic_score_gemma":0.000003628332,"domain_scores_codex":[0.9989676,0.00001363367,0.0006248535,0.00007758862,0.0001417778,0.000174503],"domain_scores_gemma":[0.9995298,0.0001039576,0.0001189784,0.0001132643,0.00009226573,0.00004170887],"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":[0.000007509172,0.000005759126,0.001579184,0.00006265265,0.00008557737,0.000009467846,0.00003849883,0.6647824,0.3331807,0.00007260911,0.00006087257,0.0001147978],"study_design_scores_gemma":[0.0007585438,0.0000398283,0.04067384,0.0007545175,0.0001554074,0.0001069953,0.00005335413,0.5118948,0.4447908,0.00008547608,0.000435006,0.0002514638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851817,0.0004779838,0.01338348,0.00004616556,0.0007282973,0.00004906299,0.000004606647,0.00005413406,0.00007456982],"genre_scores_gemma":[0.9949815,0.00004469801,0.00485013,0.000006149333,0.00006471986,0.000001485389,9.494781e-7,0.00002119563,0.00002918381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1528876,"threshold_uncertainty_score":0.5912082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005428315139610436,"score_gpt":0.2228171079744189,"score_spread":0.2173887928348085,"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."}}