{"id":"W2610394672","doi":"10.1108/ijsi-02-2016-0008","title":"Failure progression resistance of a generic steel moment-resisting frame under beam-removal scenarios","year":2017,"lang":"en","type":"article","venue":"International Journal of Structural Integrity","topic":"Structural Response to Dynamic Loads","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Structural engineering; Beam (structure); Progressive collapse; Frame (networking); Moment (physics); Roof; Displacement (psychology); Resistance Factors; Fracture (geology); Engineering; Reinforced concrete; Geotechnical engineering; Mechanical 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":[],"consensus_categories":[],"category_scores_codex":[0.0002499692,0.0002652459,0.0003973287,0.0002251493,0.0001613646,0.0002143902,0.00144069,0.0001741662,0.0001444098],"category_scores_gemma":[0.0005495321,0.0002035165,0.0002351871,0.00007166408,0.0002184546,0.0006790488,0.0001660171,0.0008669443,0.000003175772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004351863,"about_ca_system_score_gemma":0.0001071101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004390185,"about_ca_topic_score_gemma":0.00008737305,"domain_scores_codex":[0.9977094,0.00004723993,0.0008070508,0.0001784368,0.0009949723,0.0002629171],"domain_scores_gemma":[0.9976625,0.0001193386,0.0008718956,0.000351208,0.0008660394,0.0001290453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002240056,0.00005476835,0.01968661,0.000303206,0.00203124,0.001055011,0.001152792,0.0233191,0.8778709,0.007328486,0.002201901,0.06275592],"study_design_scores_gemma":[0.004840103,0.0002782643,0.7934707,0.002856601,0.0002035559,0.00382857,0.0007765216,0.0422291,0.1212479,0.02410791,0.004881418,0.001279371],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944171,0.0004654832,0.001197892,0.001023287,0.002291111,0.0001045483,0.00004666306,0.0000380428,0.0004159023],"genre_scores_gemma":[0.9843746,0.00003383089,0.01483838,0.00002617009,0.0004833977,0.000001862382,0.000005590712,0.00002903293,0.0002071136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7737841,"threshold_uncertainty_score":0.8299161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040331631110744,"score_gpt":0.3051257545433181,"score_spread":0.2847224382322107,"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."}}