{"id":"W4407957711","doi":"10.3389/fbuil.2025.1528453","title":"Analysis of the influence of exogenous factors on indoor air quality in residential buildings","year":2025,"lang":"en","type":"article","venue":"Frontiers in Built Environment","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Indoor air quality; Architectural engineering; Quality (philosophy); Environmental science; Engineering; Civil engineering; Environmental 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":[],"consensus_categories":[],"category_scores_codex":[0.0009676642,0.0001701317,0.0005051576,0.0003134091,0.00007052729,0.000004059537,0.0005501223,0.0001358007,0.0001424959],"category_scores_gemma":[0.0001707282,0.0001378089,0.0001487006,0.001116669,0.0004703051,0.0001103014,0.0003121918,0.0002514565,0.000004337726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008072266,"about_ca_system_score_gemma":0.00003234173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008225905,"about_ca_topic_score_gemma":0.00120412,"domain_scores_codex":[0.9975846,0.0003330123,0.0008074316,0.0003707624,0.0005648605,0.0003393786],"domain_scores_gemma":[0.9988339,0.0001173111,0.0003349225,0.0006430419,0.000002481275,0.00006833918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007633925,0.0002100635,0.8066899,0.00002646923,0.00005612935,6.867728e-7,0.001325031,0.1895675,0.0007491424,0.00005917968,0.0004001307,0.0008394367],"study_design_scores_gemma":[0.0003614196,0.00005083668,0.9929656,0.00004838317,0.00007307061,3.830725e-8,0.0004193672,0.0003099272,0.0041428,0.000559854,0.0009550148,0.0001136775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975988,0.00006391323,0.0007057993,0.0007597089,0.0001255654,0.0003744342,0.00002818122,0.000005210131,0.0003383446],"genre_scores_gemma":[0.9981676,0.00009446771,0.0008946597,0.0006619699,0.000003220502,0.00001410249,0.000003351177,0.000006312894,0.0001543603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892576,"threshold_uncertainty_score":0.9983784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832398696661935,"score_gpt":0.2881358862283807,"score_spread":0.2698118992617614,"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."}}