{"id":"W4415069365","doi":"10.1016/j.engstruct.2025.121541","title":"Towards design of temporary bracing for early-age unreinforced masonry walls against out-of-plane loading","year":2025,"lang":"en","type":"article","venue":"Engineering Structures","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canada Masonry Design Centre; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Bracing; Masonry; Unreinforced masonry building; SAFER; Seismic analysis; Bridging (networking)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001367517,0.0003012097,0.0005281607,0.0002971705,0.00004498638,0.00003045287,0.0002908923,0.0001540451,0.00002851169],"category_scores_gemma":[0.00008057462,0.0002860498,0.0001878248,0.0003121317,0.0000311667,0.0001337452,0.0000409529,0.0001869962,5.213677e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004184909,"about_ca_system_score_gemma":0.00002712636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002469928,"about_ca_topic_score_gemma":5.974745e-7,"domain_scores_codex":[0.9988005,0.00001491308,0.000502494,0.0002053321,0.0001628479,0.000313905],"domain_scores_gemma":[0.9993432,0.000182648,0.00008070559,0.0002807236,0.00005093696,0.00006177655],"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":[0.00002817066,8.193115e-7,0.00006057325,0.0007789317,0.0003596338,0.000005166106,0.0003588036,0.8906841,0.101688,0.002452571,0.000163725,0.00341948],"study_design_scores_gemma":[0.000841432,0.00008284771,0.002774362,0.0004203345,0.0001855551,0.000002609879,0.0001282386,0.5542065,0.4380856,0.001238566,0.001324532,0.0007095019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5574714,0.0007632743,0.4380188,0.00001714511,0.00110221,0.0004428154,0.0000724207,0.0003852603,0.001726687],"genre_scores_gemma":[0.9761482,0.00002963995,0.0234726,0.00001792963,0.00008813138,0.00001662064,0.00004067634,0.0000364685,0.0001497605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4186768,"threshold_uncertainty_score":0.9999592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044499264861005,"score_gpt":0.2188185158908965,"score_spread":0.2083735232422864,"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."}}