{"id":"W4381436003","doi":"10.5829/ije.2023.36.08b.02","title":"Low Embodied Carbon and Energy Materials in Building Systems: A Case Study of Reinforcing Clay Houses in Desert Regions","year":2023,"lang":"en","type":"article","venue":"International Journal of Engineering","topic":"Water management and technologies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Embodied energy; Embodied cognition; Energy consumption; Sustainability; Carbon fibers; Civil engineering; Architectural engineering; Environmental economics; Environmental science; Business; Computer science; Engineering; Ecology; Economics; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0002134448,0.00005589726,0.0001315239,0.0001927342,0.000008779703,0.00003668832,0.0001439464,0.00002748372,9.675856e-7],"category_scores_gemma":[0.0000585018,0.00002702113,0.0000147674,0.0001967407,0.000006091383,0.0001002109,0.00008220569,0.00004974208,5.142657e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002743499,"about_ca_system_score_gemma":0.00000173261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001826882,"about_ca_topic_score_gemma":0.0004030039,"domain_scores_codex":[0.999421,0.000013349,0.0002965558,0.00006007173,0.0001245426,0.00008449602],"domain_scores_gemma":[0.9997528,0.00007641511,0.0001007898,0.00001698363,0.00004027018,0.00001269262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007036162,0.000150526,0.04382299,0.00005799787,0.0001617642,0.008898893,0.001141281,0.09159093,0.8454241,0.002395897,0.00002038226,0.006264876],"study_design_scores_gemma":[0.009011644,0.004839825,0.4118012,0.008762148,0.0001497058,0.007520706,0.1021212,0.1024542,0.3475867,0.002293685,0.001296167,0.002162775],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995664,0.00004354908,0.000008625968,0.00008124697,0.0002202503,0.00003612027,0.000001109122,0.00002322821,0.00001946173],"genre_scores_gemma":[0.9998404,0.00006186336,0.00002188796,0.000001697702,0.00005816767,0.000004051521,6.60263e-7,9.176728e-7,0.00001032647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4978374,"threshold_uncertainty_score":0.2761711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144087682321532,"score_gpt":0.2287841431384072,"score_spread":0.2073432663151918,"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."}}