{"id":"W2410241666","doi":"10.4018/978-1-5225-0231-9.ch013","title":"Application of DEM to Historic Masonries, Two Case-Studies in Portugal and Italy","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in civil and industrial engineering book series","topic":"Masonry and Concrete Structural Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Health Canada","funders":"","keywords":"Aqueduct; Arch; Engineering; Masonry; Civil engineering; Geotechnical engineering; Geology; Structural engineering; Geography; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004208391,0.000513072,0.0003408605,0.0012786,0.0005975993,0.000673538,0.000576985,0.001000572,0.00332095],"category_scores_gemma":[0.001000834,0.0003132635,0.0004747665,0.001733168,0.0005493994,0.0003000406,0.0004661593,0.0002897909,0.0003343461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009233662,"about_ca_system_score_gemma":0.0003259985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01233012,"about_ca_topic_score_gemma":0.03625399,"domain_scores_codex":[0.9998053,0.00006830183,0.00001013633,0.0000278715,0.00005472746,0.00003372648],"domain_scores_gemma":[0.9996916,0.0001749978,0.00002379957,0.00004731882,0.00004274043,0.00001948693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002268271,0.0003836403,0.02490326,0.000777459,0.00006080315,0.007257571,0.002008551,0.8263443,0.005619887,0.0163007,0.007638739,0.1084783],"study_design_scores_gemma":[0.00008007911,0.0001844723,0.1028806,0.0004323664,0.00006580754,0.00310418,0.004677156,0.7983558,0.008497547,0.01017609,0.07145705,0.00008892848],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227421,0.001138079,0.05862769,0.000577647,0.00009359126,0.0001719359,0.002434215,0.0005558602,0.1136589],"genre_scores_gemma":[0.9519091,0.0007124401,0.030729,0.00002657003,0.00002537157,0.00005875972,0.0009590524,0.0001210314,0.01545866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01233012,"threshold_uncertainty_score":0.0245167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629275430081897,"score_gpt":0.2275437059043522,"score_spread":0.2112509516035332,"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."}}