{"id":"W4403793685","doi":"10.1007/978-981-97-8348-9_2","title":"Indoor Air Quality Monitoring in Learning Spaces: A Case Study in Cairo, Egypt","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Geography; Architectural engineering; Environmental planning; Engineering","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004034938,0.0006217416,0.000664539,0.001116723,0.00003018711,0.00006870315,0.0001881697,0.000621964,0.00002507893],"category_scores_gemma":[0.0001018342,0.0007171782,0.0001013031,0.0004010466,0.00001304691,0.0001342073,0.00010149,0.002592006,0.000003807041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006795476,"about_ca_system_score_gemma":0.00003000099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006508467,"about_ca_topic_score_gemma":0.01183574,"domain_scores_codex":[0.9980405,0.00002304157,0.000673881,0.000529082,0.0002576407,0.0004758821],"domain_scores_gemma":[0.9992265,0.0002984842,0.00005714457,0.0003309253,0.00001952351,0.00006745075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006200601,0.00002083715,0.003581857,0.0004446799,0.00005687789,0.003071148,0.002213676,0.9887488,0.00006647477,0.0003299256,9.208525e-7,0.001458573],"study_design_scores_gemma":[0.001421313,0.0001350543,0.0006781571,0.005044479,0.0000817914,0.0004155863,0.0003043056,0.9855489,0.0005449228,0.001410696,0.002001093,0.002413686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466772,0.01901714,0.09513185,0.0000887881,0.00646739,0.002314617,0.00002387356,0.003880949,0.02639814],"genre_scores_gemma":[0.9978444,0.0001437014,0.0006165138,0.000003966785,0.0002826114,0.00008443204,0.000012447,0.0002513153,0.000760619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1511671,"threshold_uncertainty_score":0.9997091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460463254440766,"score_gpt":0.2429591342503045,"score_spread":0.2283545017058969,"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."}}