{"id":"W4379157714","doi":"10.20944/preprints202306.0124.v1","title":"Experimental Research Studies on Seismic Behaviour of Confined Masonry Structures: Current Status and Future Needs","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Masonry; Unreinforced masonry building; Geology; Structural engineering; Geotechnical engineering; Seismic analysis; Statistical analysis; Seismic loading; Engineering; Civil 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005504527,0.0005381242,0.0008303145,0.0006120625,0.0001465136,0.00003364637,0.0004939692,0.0003340642,0.0004235153],"category_scores_gemma":[0.00009068141,0.0004918833,0.0002379296,0.000425387,0.0002648285,0.00006218348,0.001565557,0.001779341,0.00007223756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114166,"about_ca_system_score_gemma":0.00006924022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001622982,"about_ca_topic_score_gemma":0.00001130114,"domain_scores_codex":[0.9970621,0.0002182611,0.0006718988,0.0007656789,0.0006922857,0.0005897667],"domain_scores_gemma":[0.9982755,0.0001541834,0.0001611602,0.0009775588,0.0002257206,0.0002058897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001021114,0.0002314689,0.5263736,0.01203697,0.009912297,0.0001607778,0.1006813,0.2248748,0.08616843,0.0145273,0.002074827,0.02193709],"study_design_scores_gemma":[0.00214623,0.000305459,0.4574185,0.001662972,0.0008480407,0.00001644974,0.06032429,0.01782563,0.4378256,0.007541605,0.01098569,0.003099452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907032,0.005495311,0.000003478264,0.0001328156,0.002150393,0.0005290466,0.0001516553,0.0003079594,0.0005261036],"genre_scores_gemma":[0.9939644,0.004900245,0.0000357351,0.00001014446,0.0004579073,0.0001516109,0.000105869,0.0000753612,0.000298758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3516572,"threshold_uncertainty_score":0.9997533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.166086366644259,"score_gpt":0.3952050386989614,"score_spread":0.2291186720547023,"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."}}