{"id":"W4417080697","doi":"10.1016/j.buildenv.2025.114111","title":"Assessing fungal burden in Nunavik homes across seasonal conditions: Relationship between air and surface contamination","year":2025,"lang":"en","type":"article","venue":"Building and Environment","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; National Research Council Canada; Nunavik Regional Board of Health and Social Services; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"National Research Council Canada; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Nederlandse Hersenbank; Sentinelle Nord, Université Laval; Fonds de recherche du Québec; McGill University Health Centre; Fonds de recherche du Québec – Nature et technologies; Natural Resources Canada; UK Research and Innovation; Université Laval","keywords":"Cladosporium; Contamination; Penicillium; Aspergillus; Indoor air; Moisture","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005596497,0.0001218368,0.0001441126,0.00002508612,0.0003478247,0.00007355012,0.00006573909,0.0001059097,0.00005379589],"category_scores_gemma":[0.00004031618,0.0001293154,0.00002229883,0.00009309527,0.0002339909,0.0003331241,0.0001576662,0.0001751184,0.00001646101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372629,"about_ca_system_score_gemma":0.000007994883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004648522,"about_ca_topic_score_gemma":0.00003156048,"domain_scores_codex":[0.9990202,0.0001047297,0.0002077114,0.0003056991,0.0001367906,0.000224856],"domain_scores_gemma":[0.9995492,0.0002372883,0.00005551424,0.0001032961,0.000001553337,0.00005313909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005573147,0.00002420562,0.9842049,0.00002668361,0.000006882363,0.000002978275,0.0007882824,0.00314488,0.004022499,0.0004034239,0.00008340364,0.007286236],"study_design_scores_gemma":[0.0005182967,0.00001892216,0.993631,0.00007513115,0.00001561536,0.000003990453,0.0007934944,0.000378304,0.001063382,0.001223505,0.002135911,0.0001424468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968833,0.0002563192,0.001167199,0.001073552,0.00003929078,0.0001598854,0.00002316192,0.00001873619,0.0003785037],"genre_scores_gemma":[0.9984094,0.00007032381,0.0008829623,0.0001036688,0.0000212077,0.000008103405,0.00002540275,0.000006659629,0.0004722617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009426049,"threshold_uncertainty_score":0.5273328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974180880583319,"score_gpt":0.2964704072154969,"score_spread":0.2767285984096637,"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."}}