{"id":"W7081975050","doi":"10.11159/icepr25.124","title":"Study on VOCs Pollution Characteristics in Industrial Complex Area Using Advanced Environmental Mornitoring Equipment","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Air pollution; Water pollution; Environmental pollution; Pollutant; Industrial area","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884061,0.0003018303,0.0002619195,0.001013085,0.0003365476,0.0003823561,0.0002343067,0.0002952765,0.000494492],"category_scores_gemma":[0.0001862052,0.0001168264,0.0002808631,0.0009155409,0.0001448261,0.0004113639,0.0002959811,0.0001655396,0.0001648386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024994,"about_ca_system_score_gemma":0.0001510669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003315525,"about_ca_topic_score_gemma":0.006203282,"domain_scores_codex":[0.9996498,0.00002332879,0.00002301486,0.000125172,0.0001407545,0.00003799757],"domain_scores_gemma":[0.9998037,0.00001818313,0.0000760646,0.000007453595,0.00007433594,0.00002025189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001169195,0.000352066,0.8282331,0.0001286982,0.00006842452,0.000407191,0.0006586726,0.0004753115,0.14418,0.00004672911,0.0002114684,0.02512146],"study_design_scores_gemma":[0.000003345282,0.0005652838,0.9773236,0.000008975154,0.00004277769,0.0002661593,0.000791476,0.001633656,0.01847277,0.00002110257,0.0008574359,0.0000134512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988933,0.00008424545,0.0005524185,0.00000490721,0.000002302035,0.00001350342,0.0001445972,0.000006532568,0.0002982662],"genre_scores_gemma":[0.9976969,0.0001485546,0.001165353,0.00001999083,0.000006095899,0.00001412834,0.0003210479,0.000006000498,0.0006219118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003315525,"threshold_uncertainty_score":0.006592453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05127256080907382,"score_gpt":0.2714618443545719,"score_spread":0.220189283545498,"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."}}