{"id":"W4379106553","doi":"10.1016/j.rcns.2023.05.003","title":"Earthquake and deterioration inclusive probabilistic life cycle assessment (EDP-LCA) framework for buildings","year":2023,"lang":"en","type":"article","venue":"Resilient Cities and Structures","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Mitacs; Canadian Institute of Steel Construction","keywords":"Life-cycle assessment; Environmental impact assessment; Environmental science; Probabilistic logic; Hazard; Civil engineering; Forensic engineering; Engineering; Computer science; Production (economics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001431333,0.0001876796,0.0002084996,0.0001281319,0.0002730132,0.0001960127,0.000072083,0.0001020214,0.00001742705],"category_scores_gemma":[0.000112319,0.000171063,0.00003710654,0.0001471816,0.00007401573,0.0001026843,0.00007423932,0.0001232209,5.053819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006573327,"about_ca_system_score_gemma":0.00004696745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001192751,"about_ca_topic_score_gemma":0.000004999994,"domain_scores_codex":[0.9990329,0.0000229463,0.0002028871,0.0002451071,0.0001736573,0.0003224816],"domain_scores_gemma":[0.9994212,0.0002396343,0.00003865028,0.0001353451,0.00004942319,0.0001156886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001358274,0.00002679277,0.004159123,0.003561011,0.00027936,0.00003120662,0.005153576,0.2092335,0.005972531,0.6235183,0.004177189,0.1437516],"study_design_scores_gemma":[0.0008995172,0.0003423361,0.166235,0.0001947566,0.00007790721,0.00001170802,0.006499152,0.1648758,0.0006141971,0.6533171,0.006231723,0.0007007743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773058,0.000551054,0.02068988,0.0002165535,0.0002646972,0.0005319069,0.00003059267,0.0002673215,0.0001422005],"genre_scores_gemma":[0.9908308,0.0002595945,0.008472413,0.00007024634,0.000145787,0.0001067039,0.00001964451,0.00003112279,0.00006368211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1620759,"threshold_uncertainty_score":0.6975747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009092282888060571,"score_gpt":0.2695095663996087,"score_spread":0.2604172835115481,"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."}}