{"id":"W2990990303","doi":"10.3390/su11236591","title":"Indoor Environmental Quality Evaluation of Lecture Classrooms in an Institutional Building in a Cold Climate","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Indoor air quality; Environmental science; Ventilation (architecture); Humidity; Air change; Environmental quality; Thermal comfort; Illuminance; Indoor air; Meteorology; Artificial light; Environmental engineering; Architectural engineering; Engineering; Ecology; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005252488,0.0001476403,0.0002516747,0.0000715753,0.00006330964,0.0000131089,0.0002053845,0.0001688059,0.001361423],"category_scores_gemma":[0.0002724648,0.0001517828,0.00006312201,0.0002946493,0.0003004456,0.0004805714,0.0001803878,0.0002751985,0.00002537861],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00407643,"about_ca_system_score_gemma":0.0002007238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001381412,"about_ca_topic_score_gemma":0.002628982,"domain_scores_codex":[0.9971498,0.0008861822,0.0005415075,0.0004702935,0.0005703795,0.0003818187],"domain_scores_gemma":[0.9993302,0.00006569263,0.0001372073,0.0003771405,0.00003330702,0.00005650999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000132133,0.0005095269,0.9473045,0.00008407804,0.000001899742,0.000001886389,0.001484608,0.01602782,0.02927679,0.001918215,0.000001782323,0.00325679],"study_design_scores_gemma":[0.001588154,0.0001145553,0.9856737,0.00001470054,0.000006807679,0.000001343397,0.001195363,0.002474049,0.002931574,0.005563161,0.0002466388,0.0001899312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980423,0.00002203508,0.00006043783,0.0001250066,0.0000744114,0.001221019,0.00003192426,0.0000115215,0.000411359],"genre_scores_gemma":[0.9996567,0.000001927481,0.0001643967,0.00007705198,0.00001032149,0.00003769291,0.0000273505,0.000007078962,0.00001750104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03836925,"threshold_uncertainty_score":0.9997467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301495249596744,"score_gpt":0.297667041878157,"score_spread":0.2846520893821896,"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."}}