{"id":"W2045253820","doi":"10.3390/buildings2030326","title":"Why Buildings Fail: Are We Learning From Our Mistakes?","year":2012,"lang":"en","type":"article","venue":"Buildings","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Architectural engineering; Forensic engineering; Engineering; Deck; Work (physics); Water damage; Civil engineering; Computer science; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0178478,0.001564265,0.001903946,0.002424678,0.0122577,0.01688915,0.004344121,0.01660066,0.01376235],"category_scores_gemma":[0.08176462,0.0009916641,0.001019885,0.00188843,0.04147531,0.04581383,0.009137731,0.02949451,0.01052953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005752289,"about_ca_system_score_gemma":0.01359581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205469,"about_ca_topic_score_gemma":0.02020959,"domain_scores_codex":[0.9830321,0.007397993,0.0007958296,0.001701671,0.004225448,0.002847004],"domain_scores_gemma":[0.9407846,0.01694006,0.005795336,0.004290867,0.01758626,0.01460271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003787518,0.0001285401,0.008584294,0.000631642,0.00007496583,0.001197405,0.0588491,0.0002463223,0.000242636,0.02737289,0.7796708,0.1229634],"study_design_scores_gemma":[0.00002157739,0.0001089311,0.003988115,0.002405112,0.00004546754,0.002175046,0.1965177,0.0002217385,0.0001812043,0.1244124,0.6697487,0.0001741748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004405744,0.01851263,0.00236297,0.9537783,0.01149815,0.00001881518,0.00006942981,0.0002116568,0.009142257],"genre_scores_gemma":[0.1837451,0.0842303,0.01005656,0.6695004,0.01799144,0.0001574018,0.0002346077,0.0006282111,0.03345598],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0178478,"threshold_uncertainty_score":0.09438932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530989993447953,"score_gpt":0.2063783587283146,"score_spread":0.1910684587938351,"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."}}