{"id":"W4225117643","doi":"10.11159/icsect22.002","title":"Monuments and Historic Buildings: Monuments and Historic Buildings: Earthquakes and Structural Engineering","year":2022,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Civil engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001073405,0.0005288812,0.0004886885,0.0002901585,0.0004143855,0.0001075628,0.0002830412,0.0000676823,0.00006605799],"category_scores_gemma":[0.00001799183,0.0004709591,0.00008640872,0.0002790337,0.0001039865,0.0004068187,0.0004657706,0.000481203,2.009961e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722929,"about_ca_system_score_gemma":0.000002837649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003509524,"about_ca_topic_score_gemma":0.000004360008,"domain_scores_codex":[0.9982026,0.000007378179,0.0003992632,0.0005209937,0.0004211576,0.0004486505],"domain_scores_gemma":[0.9994433,0.00005297848,0.0001465808,0.0001469822,0.00001013594,0.0002000563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003590226,0.00003492755,0.1149568,0.003834462,0.002212127,0.0000311834,0.005289781,0.2510765,0.5687496,0.007487466,0.001502791,0.04446529],"study_design_scores_gemma":[0.003943908,0.0005464506,0.1314872,0.000636071,0.0009144475,0.000692407,0.001627123,0.7972478,0.02281807,0.0008424945,0.03532527,0.003918804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951556,0.003488626,0.000005471383,0.00008163558,0.0007477668,0.000264129,0.00005223535,0.0001205027,0.00008407966],"genre_scores_gemma":[0.9981537,0.000491089,0.0006122637,0.00002808773,0.00007157667,0.00003940166,0.000006944498,0.00006636442,0.0005305381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5461712,"threshold_uncertainty_score":0.9997742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0031694202651316,"score_gpt":0.1597561786611219,"score_spread":0.1565867583959903,"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."}}