{"id":"W4391546620","doi":"10.1007/978-3-031-34027-7_62","title":"Sustainability Analysis of Structural Materials Used in Multistoried Building Construction: A Cradle to Grave Approach","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Architectural engineering; Engineering; Construction engineering; Ecology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003358613,0.0006670687,0.001323248,0.00253945,0.0000230778,0.00008378134,0.0002767684,0.0005157116,0.0001025715],"category_scores_gemma":[0.0001502381,0.000726442,0.0002417432,0.001081786,0.00004498228,0.0000770309,0.0001056083,0.000737459,9.356786e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002074201,"about_ca_system_score_gemma":0.00008916615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001358726,"about_ca_topic_score_gemma":0.0002753417,"domain_scores_codex":[0.9975845,0.00001707716,0.0008554923,0.0006430291,0.0003426597,0.0005572538],"domain_scores_gemma":[0.9989432,0.0002525879,0.00008360773,0.0005114168,0.0001034427,0.0001057841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000148802,0.000005649397,0.0001561937,0.001846952,0.0005847322,0.00007063381,0.0006707626,0.9777392,0.002957722,0.01491987,0.000003302886,0.001030064],"study_design_scores_gemma":[0.0007450058,0.00007521478,0.0008127691,0.001123205,0.001155259,0.00003181277,0.0001229167,0.9570108,0.008094257,0.02716443,0.00152901,0.002135299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08849461,0.003159988,0.8976341,0.00007209305,0.002901133,0.002370391,0.0002502882,0.0009786814,0.00413864],"genre_scores_gemma":[0.9838937,0.00001458107,0.01537209,0.00000535011,0.0001614765,0.00007615484,0.00006390476,0.0001592034,0.0002535389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8953991,"threshold_uncertainty_score":0.9995187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008546567053534041,"score_gpt":0.2344641733920338,"score_spread":0.2259176063384998,"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."}}