{"id":"W4221133661","doi":"10.1186/s40068-022-00252-w","title":"Investigating the fate of polycyclic aromatic sulfur heterocycle compounds in spilled oils with a microcosm weathering experiment","year":2022,"lang":"en","type":"article","venue":"ENVIRONMENTAL SYSTEMS RESEARCH","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Agfa-Gevaert (Canada); Environment and Climate Change Canada","funders":"Environment and Climate Change Canada","keywords":"Microcosm; Weathering; Environmental chemistry; Sulfur; Petroleum; Chemistry; Oil spill; Crude oil; Environmental science; Oil sands; Alkylation; Organic chemistry; Geology; Geochemistry; Environmental engineering; Archaeology; Petroleum engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001721477,0.0002131647,0.0002953003,0.000113724,0.000530816,0.00005415505,0.0007626325,0.00003867077,0.0005324678],"category_scores_gemma":[0.00002285623,0.0001578841,0.00004975889,0.0005101362,0.000705311,0.0001538243,0.001054386,0.0005648205,0.0001359039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001927039,"about_ca_system_score_gemma":0.00002313321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089569,"about_ca_topic_score_gemma":0.00006907523,"domain_scores_codex":[0.9957414,0.0009310027,0.0005000331,0.0004436528,0.001666291,0.0007176482],"domain_scores_gemma":[0.9988889,0.0001779666,0.0001701614,0.0005941477,2.237592e-7,0.00016866],"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":[0.00003067406,0.0002162819,0.04657665,0.000008232713,0.00002139986,0.0000228768,0.004390101,0.0008592848,0.9465278,0.000001695352,0.00004565284,0.001299399],"study_design_scores_gemma":[0.003768031,0.001485182,0.5189171,0.0002315067,0.00001696705,0.0005365787,0.06091934,0.004127653,0.4068122,0.0001266893,0.002207805,0.0008509571],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968665,0.0003792282,0.000009881144,0.0001468402,0.00006068423,0.0009926567,0.00002819581,0.00001998683,0.001496055],"genre_scores_gemma":[0.9989848,0.000008540984,0.000109837,0.00002738824,0.00002167949,0.0002438065,0.000002158108,0.00004918711,0.0005525909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5397155,"threshold_uncertainty_score":0.6438325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03099437463782269,"score_gpt":0.281163016128671,"score_spread":0.2501686414908483,"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."}}