{"id":"W4392094005","doi":"10.1016/j.heliyon.2024.e26667","title":"“Parametric study on the age of air in a full-scale office room using perforated duct diffusers.”","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Airflow; Duct (anatomy); Ventilation (architecture); Environmental science; HVAC; Air conditioning; Parametric statistics; Marine engineering; Air change; Simulation; Meteorology; Mechanics; Engineering; Mathematics; Mechanical engineering; Medicine; Geography; Statistics; Physics","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":[0.0003247039,0.00008501547,0.0001704895,0.0003318598,0.00004186867,0.00001572764,0.00003195955,0.00004817792,0.00008690485],"category_scores_gemma":[0.00009541126,0.00005547596,0.00006054113,0.001003463,0.00001455597,0.00004581578,0.00001297815,0.0002030233,0.00004659688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007532473,"about_ca_system_score_gemma":0.00004236736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000649111,"about_ca_topic_score_gemma":0.00008635901,"domain_scores_codex":[0.9992389,0.00008088351,0.0002134336,0.0001598552,0.0001931655,0.0001137523],"domain_scores_gemma":[0.9996014,0.0001231329,0.0000366068,0.000165378,0.00005268848,0.00002075855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003942397,0.006967627,0.6088537,0.002222541,0.0004905103,0.0005743372,0.008490761,0.009631163,0.3494522,0.000523411,0.0004183723,0.008433008],"study_design_scores_gemma":[0.001742525,0.001268714,0.9486164,0.0008267325,0.0001640963,0.00002566325,0.001069138,0.04275934,0.002475376,0.000009042999,0.000931431,0.0001115334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973462,0.0004113403,0.0003883489,0.0002253931,0.0002848794,0.0005548191,0.000002068017,0.00004631887,0.0007406538],"genre_scores_gemma":[0.9993864,0.00001939766,0.00001535454,0.0001104237,0.0001078598,0.00001223752,0.000006123674,0.0000130928,0.0003291553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3469768,"threshold_uncertainty_score":0.2262244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03588909152332798,"score_gpt":0.3039445126666636,"score_spread":0.2680554211433356,"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."}}