{"id":"W4407349646","doi":"10.1002/eqe.4322","title":"Seismic Design of Hybrid Coupled CLT Shear Walls with Steel Link Beams","year":2025,"lang":"en","type":"article","venue":"Earthquake Engineering & Structural Dynamics","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Abbotsford Veterinary Clinic","funders":"","keywords":"Structural engineering; Cross laminated timber; Shear (geology); Seismic analysis; Link (geometry); Engineering; Geology; Geotechnical engineering; Seismology; Computer science","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":[0.00009880789,0.0005665442,0.0006099615,0.0003099334,0.00007108459,0.000071739,0.0004434226,0.000148244,0.00003383274],"category_scores_gemma":[0.00004176781,0.0005270013,0.0001407719,0.0005179041,0.00008792408,0.0002578683,0.00006579357,0.0005804305,0.000008228885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002364369,"about_ca_system_score_gemma":0.00007088293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004084985,"about_ca_topic_score_gemma":0.000002561964,"domain_scores_codex":[0.9980635,0.00001779883,0.0005697424,0.0003541817,0.0003555048,0.0006392938],"domain_scores_gemma":[0.9989247,0.0001547353,0.00008306093,0.0005785833,0.0001230022,0.0001358847],"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":[0.00003561131,3.255352e-7,0.0002113391,0.0001812408,0.0001497022,0.0000204971,0.00005547067,0.9449669,0.002547911,0.0006395224,0.00001733042,0.05117416],"study_design_scores_gemma":[0.0007062815,0.00009931601,0.09196057,0.0001687909,0.00009069301,0.00007504387,0.00002572932,0.9008333,0.00538822,0.00005587214,0.00007594003,0.0005202333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7226295,0.0001689456,0.2753514,0.00003145562,0.0006824511,0.0004136469,0.00004572361,0.0006047535,0.00007209115],"genre_scores_gemma":[0.9767376,0.00003459325,0.02267756,0.00001822124,0.00007038803,0.0000156799,0.00008579987,0.0001038985,0.0002562231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2541081,"threshold_uncertainty_score":0.9997181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004818712191464292,"score_gpt":0.1915625924121867,"score_spread":0.1867438802207224,"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."}}