{"id":"W4412568566","doi":"10.21203/rs.3.rs-6777370/v1","title":"Evaluating the Sustainability of Green Building Systems: LCA, Energy, and Pollution Adsorption Performance with a Multi-Criteria Decision-Making Approach","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Sustainability; Pollution; Environmental economics; Adsorption; Energy (signal processing); Environmental planning; Business; Environmental science; Economics; Chemistry; Mathematics","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":[0.005057786,0.0003303876,0.0004488408,0.0006270563,0.0003370589,0.0002685644,0.0004891902,0.00026474,0.000004522465],"category_scores_gemma":[0.0005286895,0.0002453613,0.00007793566,0.0007433222,0.0001930783,0.0001688426,0.0008319774,0.0008836119,1.226308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139633,"about_ca_system_score_gemma":0.000725348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009398331,"about_ca_topic_score_gemma":0.0000181995,"domain_scores_codex":[0.9963455,0.0007471958,0.0005100464,0.0006028896,0.001130861,0.0006635186],"domain_scores_gemma":[0.997057,0.0006142255,0.0001223573,0.0008092473,0.001316441,0.00008073048],"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":[0.0002250795,0.00008627664,0.00198935,0.02056124,0.000140251,0.000005269409,0.00109448,0.9007972,0.0005868201,0.001704009,0.00007263288,0.07273736],"study_design_scores_gemma":[0.0003741605,0.0001982608,0.003579027,0.004913687,0.00004128651,0.000007798562,0.004705648,0.9847247,0.0001168157,0.0010117,0.00008089239,0.0002460473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6774013,0.003682931,0.3164441,0.00005174419,0.0001527008,0.001879269,0.00004932438,0.0001491533,0.0001895001],"genre_scores_gemma":[0.9892676,0.0002901609,0.009421523,0.000002831619,0.0001072382,0.0006916227,0.00001794941,0.00004005592,0.0001609884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3118663,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05935312497893717,"score_gpt":0.4082595445950581,"score_spread":0.348906419616121,"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."}}