{"id":"W4220940813","doi":"10.1162/leon_a_02198","title":"Architecture of the Avant-Apocalypse: Preservation beyond Preservation of the Species","year":2022,"lang":"en","type":"article","venue":"Leonardo","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Timeline; Architecture; Aesthetics; Epistemology; Environmental ethics; Sociology; History; Philosophy; 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":[0.0004208443,0.0001830485,0.0001331056,0.0002842815,0.001587638,0.002620794,0.0003790375,0.0006122263,0.005172572],"category_scores_gemma":[0.0009290033,0.00008631919,0.0001061252,0.000273417,0.006385528,0.001854377,0.001990522,0.0008084436,0.0004725719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009742452,"about_ca_system_score_gemma":0.0006132111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002843417,"about_ca_topic_score_gemma":0.003963605,"domain_scores_codex":[0.9997379,0.000125993,0.000006069724,0.00005164429,0.00005305493,0.00002528502],"domain_scores_gemma":[0.9997447,0.00006368389,0.00002070449,0.00008956269,0.0000389505,0.00004231296],"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":[0.00001470226,0.000003846681,0.000285975,0.00001739961,0.000002228042,0.0001127285,0.002107098,0.001541633,0.0006640659,0.9836753,0.001532157,0.01004282],"study_design_scores_gemma":[0.00001161422,0.00003639205,0.0009008441,0.00006399136,0.000007111555,0.0004579692,0.002039127,0.007334418,0.001114038,0.7154115,0.272611,0.00001201219],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.158369,0.001719333,0.1286502,0.009830481,0.0003662818,0.00003675949,0.00007166003,0.0003908099,0.7005655],"genre_scores_gemma":[0.9538883,0.0004508597,0.01532597,0.0001938314,0.0000438631,0.00001434177,0.00002826782,0.00009073983,0.02996381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005172572,"threshold_uncertainty_score":0.017304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007855532688184761,"score_gpt":0.1709399046146554,"score_spread":0.1630843719264707,"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."}}