{"id":"W4229030152","doi":"10.1016/j.jhazmat.2022.129046","title":"Parallel quantitation of salt dioctyl sodium sulfosuccinate (DOSS) and fingerprinting analysis of dispersed oil in aqueous samples","year":2022,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Government of Canada","keywords":"Dispersant; Chemistry; Chromatography; Petroleum; Mass spectrometry; Aqueous solution; Gas chromatography; Extraction (chemistry); Sample preparation; Solid phase extraction; Gas chromatography–mass spectrometry; Environmental chemistry; Dispersion (optics); Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005864992,0.001009718,0.0003206072,0.001222451,0.0003660788,0.0003310826,0.0004073123,0.0005505006,0.000760297],"category_scores_gemma":[0.0007743406,0.000262994,0.0003047097,0.0006386982,0.0005022608,0.0003977836,0.0005124437,0.0004577349,0.0004055185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004346077,"about_ca_system_score_gemma":0.0008877317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292113,"about_ca_topic_score_gemma":0.002776316,"domain_scores_codex":[0.99913,0.00008276057,0.00006430253,0.0002702667,0.0003981576,0.00005456707],"domain_scores_gemma":[0.9995947,0.00005962241,0.00008948232,0.0000538736,0.0001472051,0.00005506793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004540592,0.0000222698,0.000567404,0.00002756249,0.000007977346,0.0000207773,0.00002922431,0.00005130793,0.996192,0.00004841919,0.0000240754,0.002963567],"study_design_scores_gemma":[0.000006830952,0.0001630961,0.001993929,0.000005465883,0.00001361492,0.00007895466,0.00002530949,0.00131177,0.9954086,0.00004916795,0.0009360061,0.000007180829],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289723,0.001594401,0.06386909,0.0001436199,0.0001542707,0.0005040131,0.001035462,0.001025796,0.002701076],"genre_scores_gemma":[0.8110642,0.002460262,0.1745817,0.0003358847,0.00008297185,0.0008390736,0.00205103,0.0001745966,0.008410295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001292113,"threshold_uncertainty_score":0.003153324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112204689678443,"score_gpt":0.2352909811671922,"score_spread":0.2240705121993479,"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."}}