{"id":"W4388695123","doi":"10.1007/s43452-023-00810-8","title":"Performance of partially grouted reinforced masonry walls with bed-joint reinforcement: parametric and optimization investigation","year":2023,"lang":"en","type":"article","venue":"Archives of Civil and Mechanical Engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Masonry; Structural engineering; Reinforcement; Shear wall; Parametric statistics; Finite element method; Shear (geology); Materials science; Shear strength (soil); Brick; Geology; Geotechnical engineering; OpenSees; Engineering; Composite material; Mathematics","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":[0.00007984527,0.000125165,0.0002255903,0.0002033001,0.00002487855,0.000008972885,0.00005420747,0.00003831783,0.000009973053],"category_scores_gemma":[0.00003903839,0.0001059763,0.00003347158,0.0003987487,0.00003488279,0.0001291448,0.00004093324,0.00008207472,2.773706e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003770402,"about_ca_system_score_gemma":0.000006084614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000671875,"about_ca_topic_score_gemma":0.0000021026,"domain_scores_codex":[0.9993283,0.000007559481,0.0002705498,0.000116598,0.0001207065,0.0001563205],"domain_scores_gemma":[0.999667,0.00008112334,0.00005139179,0.0001019491,0.00001505077,0.00008343133],"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":[0.00002061244,4.273163e-7,0.00004561114,0.0003532426,0.00005904784,6.995239e-7,0.0001769148,0.972627,0.0228886,0.00171958,9.371911e-7,0.002107317],"study_design_scores_gemma":[0.0002675281,0.0001317364,0.0009173512,0.0001441605,0.0000434645,0.000003212356,0.00002207897,0.9689302,0.02937509,0.00003390872,0.000008428528,0.0001228558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9368924,0.00005156812,0.06255066,0.00001879764,0.00002565498,0.0001047877,0.000003199142,0.0001277597,0.0002251268],"genre_scores_gemma":[0.9949217,0.000589026,0.004395395,0.000005155823,0.00001345208,0.000008992894,0.00002726062,0.00001364644,0.00002530797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05815526,"threshold_uncertainty_score":0.4321589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007653591942640161,"score_gpt":0.1698643353789798,"score_spread":0.1622107434363396,"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."}}