{"id":"W4372326069","doi":"10.5592/co/2crocee.2023.100","title":"CLASSIFICATION OF RESIDENTIAL BUILDING STOCK IN SERBIA","year":2023,"lang":"en","type":"article","venue":"","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Masonry; Human settlement; Taxonomy (biology); Stock (firearms); Earthquake engineering; Reinforced concrete; Civil engineering; Architectural engineering; Computer science; Engineering; Structural engineering; Ecology","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":[0.0003980512,0.0004093208,0.0002194115,0.006792955,0.0004447639,0.0009881604,0.0003404927,0.0001776042,0.002638504],"category_scores_gemma":[0.0007962005,0.0001532507,0.0003491961,0.004039958,0.000374028,0.0004959083,0.0007916994,0.0001633064,0.0005711211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008548517,"about_ca_system_score_gemma":0.000507223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01615096,"about_ca_topic_score_gemma":0.01512437,"domain_scores_codex":[0.9996946,0.00005286036,0.00004380397,0.0000374226,0.00008754568,0.00008376371],"domain_scores_gemma":[0.9995658,0.00005948403,0.0001341895,0.00003893929,0.0001529778,0.00004857928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003486372,0.00009146585,0.6756689,0.0005599608,0.00009385241,0.001031906,0.007204543,0.01411474,0.005725141,0.02190848,0.007477528,0.2657749],"study_design_scores_gemma":[0.000009227146,0.000150547,0.9276227,0.0003727251,0.00005381862,0.0009458537,0.01093647,0.009346109,0.001683017,0.001612055,0.04723035,0.00003713847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643345,0.001395581,0.005405901,0.00007592983,0.00002146546,0.0001402134,0.005014964,0.000140691,0.02347062],"genre_scores_gemma":[0.9875839,0.0008225953,0.00562876,0.00001461707,0.00000524162,0.00007584751,0.003619478,0.00001591962,0.002233612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615096,"threshold_uncertainty_score":0.03211391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045037514988811,"score_gpt":0.2591562237746438,"score_spread":0.2387058486247557,"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."}}