{"id":"W7133088539","doi":"","title":"Impact of Indoor Sources of Emission on Ambient Air Quality","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indoor air quality; Air quality index; Aerosol; Pollutant; Air pollution; Ventilation (architecture); Scrubber; Pollution","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003650491,0.0006292597,0.0003383149,0.0004417874,0.0007999802,0.001482496,0.0005528703,0.0003622955,0.001778366],"category_scores_gemma":[0.0004820296,0.0002376185,0.0009666575,0.0005875354,0.000447169,0.0004570808,0.0007121796,0.0005561928,0.000392466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004272154,"about_ca_system_score_gemma":0.003398469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5148842,"about_ca_topic_score_gemma":0.5414793,"domain_scores_codex":[0.9994335,0.00005077281,0.00001512487,0.0001106143,0.0002571732,0.0001328036],"domain_scores_gemma":[0.9997309,0.00006464652,0.0000263533,0.00002556704,0.0001321991,0.00002042307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004517926,0.00027015,0.6952873,0.001149156,0.0007281001,0.001077194,0.001207777,0.1063492,0.0706008,0.006644304,0.004454232,0.1117799],"study_design_scores_gemma":[0.00002587006,0.0004446761,0.8282449,0.0002054433,0.0005330899,0.0003782826,0.001886641,0.06734446,0.0555526,0.002889655,0.04235157,0.0001428658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9434575,0.00255264,0.01466914,0.0005120146,0.00008290682,0.0001593488,0.005062331,0.0002315379,0.03327267],"genre_scores_gemma":[0.9891468,0.001514716,0.002973165,0.00008181231,0.00001226825,0.00003531145,0.001533529,0.00004274295,0.004659516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5148842,"threshold_uncertainty_score":0.9759455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187104957740926,"score_gpt":0.3590993456253384,"score_spread":0.3372282960479291,"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."}}