{"id":"W4415325488","doi":"10.11159/ijepr.2025.006","title":"Inhalation Risk Assessment of Formaldehyde and PM2.5 from Fragrance Product Emissions in Indoor Environments","year":2025,"lang":"","type":"article","venue":"International Journal of Environmental Pollution and Remediation","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk assessment; Product (mathematics); Formaldehyde; Inhalation exposure; Exposure assessment; Air pollutants","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009138075,0.0002432752,0.0003545165,0.0003314102,0.0001391372,0.00004808296,0.0002512865,0.0001973914,0.0003553375],"category_scores_gemma":[0.0001031256,0.0002364518,0.0001089636,0.000143004,0.0004492768,0.0008893438,0.0002405944,0.0005038287,0.000005047166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001043426,"about_ca_system_score_gemma":0.00006229436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000324359,"about_ca_topic_score_gemma":0.0000880478,"domain_scores_codex":[0.9971223,0.0002642695,0.001305482,0.000347919,0.0007537096,0.0002062838],"domain_scores_gemma":[0.9982938,0.00007809711,0.001350321,0.00014634,0.0000156467,0.00011583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005117061,0.001000459,0.4768103,0.00002764629,0.0002593855,0.00001127127,0.001948268,0.003549299,0.4034917,0.0002519496,0.00008952925,0.1120485],"study_design_scores_gemma":[0.002846438,0.0001957917,0.9745547,0.0002973197,0.0001047514,0.00001427883,0.0008061141,0.00292494,0.01565048,0.00106369,0.001355835,0.000185672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919282,0.001256022,0.002631705,0.002010743,0.001130688,0.000339421,0.0003999749,0.000002592384,0.0003006374],"genre_scores_gemma":[0.987314,0.01090137,0.001209294,0.0002189257,0.0001562349,0.000003331412,0.00004601852,0.00001020998,0.0001405532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4977444,"threshold_uncertainty_score":0.9642226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004895463331225472,"score_gpt":0.2518575392701533,"score_spread":0.2469620759389278,"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."}}