{"id":"W4200040334","doi":"10.1016/j.enbuild.2021.111779","title":"Sustainable underground spaces: Design, environmental control and energy conservation","year":2021,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Energy conservation; Control (management); Environmental science; Architectural engineering; Environmental planning; Civil engineering; Sustainable design; Sustainability; Engineering; Environmental engineering; Business; Computer science; Ecology","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":[0.0001096183,0.0001767231,0.0001836452,0.00004868431,0.0001805857,0.0001435597,0.00004595503,0.0001227485,0.00006999137],"category_scores_gemma":[0.00002323491,0.0001783724,0.00002927846,0.00009825054,0.0001084895,0.0003457439,0.00004239604,0.00007356947,2.238449e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123718,"about_ca_system_score_gemma":0.00003503174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002293459,"about_ca_topic_score_gemma":0.0000427078,"domain_scores_codex":[0.9991445,0.00005295105,0.0001567453,0.0002452595,0.00009993854,0.0003006065],"domain_scores_gemma":[0.9995884,0.0001294384,0.00002485776,0.0001318235,0.0000284653,0.00009699122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000166357,0.0001303514,0.01188963,0.0003940533,0.0005152844,0.0004081064,0.00120027,0.01349535,0.07959709,0.8487637,0.01471276,0.02872703],"study_design_scores_gemma":[0.002309225,0.0001727135,0.00559043,0.0000273948,0.0001101288,0.0002419495,0.005650722,0.03102599,0.02040363,0.1628051,0.7707797,0.0008829792],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5130422,0.006531867,0.4762104,0.000805161,0.0001530432,0.00006089917,0.000005208196,0.0001784429,0.003012799],"genre_scores_gemma":[0.993974,0.0007950125,0.001175275,0.0006889032,0.00006388177,0.00001343735,0.00001437154,0.00002179039,0.003253333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.756067,"threshold_uncertainty_score":0.7273817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003332594227388396,"score_gpt":0.1625944082070145,"score_spread":0.159261813979626,"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."}}