{"id":"W4200068098","doi":"10.1088/1742-6596/2069/1/012171","title":"Improving thermal comfort conditions in K-12 educational buildings in hot and humid climate: a case study in Cucuta, Colombia","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège de Maisonneuve","funders":"","keywords":"ASHRAE 90.1; Thermal comfort; Natural ventilation; Occupancy; Environmental science; Roof; Architectural engineering; Ventilation (architecture); Relative humidity; Meteorology; Civil engineering; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001933606,0.0005322357,0.000344918,0.0004784968,0.001478469,0.0009709432,0.0007293921,0.000578318,0.002082715],"category_scores_gemma":[0.0005186076,0.000142639,0.0002867688,0.0006956132,0.0005948539,0.0003302824,0.0004782066,0.0003415864,0.0001459235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004057832,"about_ca_system_score_gemma":0.001128235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2332865,"about_ca_topic_score_gemma":0.4772507,"domain_scores_codex":[0.9997275,0.00008993089,0.00001023019,0.00003905464,0.00004923466,0.00008402587],"domain_scores_gemma":[0.9996934,0.0001068494,0.00003158631,0.00002260512,0.00007491799,0.00007068607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002986943,0.004419331,0.4465984,0.002925781,0.0002333009,0.04112731,0.01943246,0.2514848,0.07910481,0.005785317,0.01146301,0.1344386],"study_design_scores_gemma":[0.0002395226,0.001770134,0.7628412,0.0002179547,0.0002119425,0.001498512,0.07871482,0.1189092,0.01494675,0.0008035241,0.01955062,0.0002958467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958277,0.0001385509,0.0004147386,0.00005711667,0.000006872369,0.00005284852,0.0001673787,0.00002057575,0.003314138],"genre_scores_gemma":[0.9989396,0.00005351865,0.0003188215,0.000004255718,0.000001469892,0.00001240658,0.0000459168,0.000003704999,0.0006204682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2332865,"threshold_uncertainty_score":0.4638572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323104988277496,"score_gpt":0.2438553889178722,"score_spread":0.2306243390350973,"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."}}