{"id":"W4392959259","doi":"10.21203/rs.3.rs-4022532/v1","title":"Temporal-Spatial Characteristics of Volatile Organic Compounds (VOCs) near Petrochemical Industrial Complex using PTR-ToF-MS","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Petrochemical; Volatile organic compound; Environmental chemistry; Environmental science; Chemistry; Organic chemistry; Environmental engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001303097,0.0002311599,0.0001541377,0.0007609464,0.0002149775,0.0003155996,0.000202211,0.0003065919,0.0009493722],"category_scores_gemma":[0.0001769497,0.00008933724,0.000143326,0.0006434782,0.0001083838,0.0002588572,0.0001457711,0.0001684618,0.000269103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641181,"about_ca_system_score_gemma":0.0001105281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003798129,"about_ca_topic_score_gemma":0.004469029,"domain_scores_codex":[0.9998683,0.000007879053,0.000005060341,0.00005398052,0.00004875971,0.00001615117],"domain_scores_gemma":[0.9998826,0.00001910509,0.0000367766,0.000005772585,0.00004284062,0.00001289946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000436421,0.0001035795,0.2522084,0.0001065262,0.00006458825,0.000362308,0.0002240198,0.001752446,0.725633,0.000087869,0.0004734643,0.01854748],"study_design_scores_gemma":[0.00001170087,0.0001780532,0.7120875,0.00000865789,0.00004988243,0.0005695299,0.0003154184,0.02356931,0.2609765,0.0001030318,0.002093023,0.00003753675],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954019,0.0001094232,0.00255396,0.00001643538,0.000005967679,0.00001113606,0.001150239,0.00008861428,0.0006623357],"genre_scores_gemma":[0.9957574,0.00005339051,0.00274174,0.0000114522,0.000004978487,0.00001180913,0.0006837262,0.00001053853,0.0007249578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003798129,"threshold_uncertainty_score":0.007552028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1629978832949161,"score_gpt":0.3864245624376678,"score_spread":0.2234266791427517,"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."}}