{"id":"W3031223132","doi":"10.5539/jsd.v13n3p33","title":"Benchmarking Case Study, Applying Sustainable -Eco - Building Assessment Method (SEBAM) in Greater Khartoum, Comparing with Global Systems","year":2020,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Benchmarking; Sustainable development; Sample (material); Business; Capital city; Environmental resource management; Computer science; Environmental economics; Geography; Environmental science; Political science; Economics; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002956409,0.0006151987,0.001142568,0.0006228299,0.0004074242,0.0006690836,0.0004884274,0.0001257496,0.00002339141],"category_scores_gemma":[0.00005468916,0.0005468195,0.000108413,0.001631147,0.00003058603,0.0009745105,0.000310133,0.0007911606,0.000001664779],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005290887,"about_ca_system_score_gemma":0.001288935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003816631,"about_ca_topic_score_gemma":0.00001425102,"domain_scores_codex":[0.9951277,0.0002730938,0.001586202,0.0004959456,0.0009714531,0.001545601],"domain_scores_gemma":[0.9978802,0.0001313877,0.0004634857,0.0002603089,0.0007661068,0.000498536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001680399,0.0002788704,0.1432575,0.002256242,0.0006678037,0.1905519,0.007781834,0.6495879,0.00008210084,0.001305426,0.0005377049,0.003524695],"study_design_scores_gemma":[0.006374131,0.001053321,0.01246195,0.0006179499,0.0002429771,0.007897144,0.7844473,0.1720253,0.0003040137,0.0001015466,0.01300826,0.001466136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7616891,0.0004378055,0.2348855,0.00007846717,0.0002078017,0.001706386,6.721125e-7,0.0001236819,0.0008705552],"genre_scores_gemma":[0.9322858,0.0000106763,0.06701129,0.00004946566,0.0002160111,0.0002138055,0.000002123194,0.00007890476,0.0001319515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7766654,"threshold_uncertainty_score":0.9996983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218477497818477,"score_gpt":0.2826765609184864,"score_spread":0.2608288111366387,"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."}}