{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003891944,0.0003639383,0.0002294028,0.0004675401,0.000647277,0.0008613795,0.0004525871,0.0001891066,0.0008190504],"category_scores_gemma":[0.0005471274,0.0002824404,0.0001942321,0.0005943431,0.0004470081,0.0002171789,0.0006352908,0.0002254166,0.0001732371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002371547,"about_ca_system_score_gemma":0.001097131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5708206,"about_ca_topic_score_gemma":0.765326,"domain_scores_codex":[0.9996697,0.00005073321,0.00002484182,0.000119227,0.00006462672,0.00007101859],"domain_scores_gemma":[0.9995385,0.00006408073,0.00008863936,0.00003724757,0.0001849871,0.00008648707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001575359,0.00002521945,0.9877302,0.0000326102,0.00002750617,0.00007441293,0.0009265597,0.0003019181,0.006306599,0.00001967421,0.00009279325,0.004304962],"study_design_scores_gemma":[0.000002063488,0.00005524101,0.9968364,0.00001135594,0.00001270678,0.00005318168,0.001789985,0.0003372355,0.0006436417,0.0000117741,0.0002391423,0.000007230415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986842,0.0001280727,0.0002057509,0.00001074124,0.000004199587,0.00002016565,0.0005312886,0.000005056113,0.0004104954],"genre_scores_gemma":[0.9985734,0.00009593116,0.0004588183,0.000009331968,0.000001190089,0.00001632368,0.0003315341,0.000003386535,0.000510067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4291794,"threshold_uncertainty_score":0.8634139,"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."}}