{"id":"W4414779659","doi":"10.1007/978-3-031-96763-4_6","title":"Statistical Study of Partially Grouted Concrete Masonry Shear Walls","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Masonry; Masonry veneer; Shear wall; Shear (geology); Reinforced concrete; Shear strength (soil)","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":[0.0001349091,0.0006485787,0.001084105,0.0004104543,0.00002778989,0.00003316945,0.000327484,0.0004849154,0.0008208205],"category_scores_gemma":[0.0001573708,0.000654761,0.000175837,0.0001937862,0.00003590047,0.00005875924,0.00009504391,0.001031203,0.000007475027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291398,"about_ca_system_score_gemma":0.00003362629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005639147,"about_ca_topic_score_gemma":0.0004646857,"domain_scores_codex":[0.9979776,0.00002141694,0.0007611807,0.0004580476,0.0003610325,0.0004207135],"domain_scores_gemma":[0.9987115,0.000552436,0.00007922813,0.000495541,0.00005951996,0.0001017976],"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":[0.00003065495,0.000003914171,0.0001029808,0.0008146167,0.0008143181,0.0001461219,0.0004731564,0.9853717,0.000583983,0.005170417,0.0000851001,0.006403029],"study_design_scores_gemma":[0.001637595,0.0003907151,0.0007643581,0.001480539,0.001061366,0.00001781346,0.00002088809,0.979263,0.0009024972,0.002078541,0.01015756,0.00222512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05269144,0.009641289,0.7439868,0.0001834145,0.004951345,0.004206771,0.001183012,0.003052043,0.1801039],"genre_scores_gemma":[0.9967276,0.0001166594,0.001667859,0.00002433852,0.0001927781,0.00002370141,0.00009425492,0.0001097763,0.001043012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9440362,"threshold_uncertainty_score":0.9995903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007273970369415184,"score_gpt":0.2044320364228341,"score_spread":0.1971580660534189,"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."}}