{"id":"W4239040798","doi":"10.46427/gold2020.2079","title":"Investigating Transformation of CFCs at a Contaminated Field Site Using Compound-Specific Isotope Analysis","year":2020,"lang":"en","type":"article","venue":"Goldschmidt Abstracts","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Contamination; Transformation (genetics); Field (mathematics); Environmental chemistry; Isotope analysis; Isotope; Environmental science; Chemistry; Geology; Physics; Ecology; Biology; Mathematics; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001129328,0.0001681379,0.0002771597,0.00005504323,0.0001136629,0.00003216818,0.0001388835,0.00008450678,0.001088641],"category_scores_gemma":[0.00001261118,0.0001551031,0.0001402838,0.0005957562,0.00008088184,0.0003099251,0.00006831432,0.0001044344,0.0002517201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046536,"about_ca_system_score_gemma":0.000007128465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005475993,"about_ca_topic_score_gemma":0.0001475006,"domain_scores_codex":[0.9987286,0.00004300215,0.0004349547,0.0002534661,0.0003023873,0.0002375516],"domain_scores_gemma":[0.99941,0.00005555196,0.0002059415,0.0001500568,0.00001230495,0.0001661065],"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":[0.00005759326,0.00006094728,0.09450775,0.00002847412,0.0001823243,0.00002628671,0.004518725,0.01643569,0.8831158,0.00001138254,0.0002391726,0.0008158501],"study_design_scores_gemma":[0.001046869,0.0001875545,0.1913618,0.00002671206,0.0004555823,0.00001285444,0.0002973512,0.02201427,0.7827493,0.00003359082,0.001463263,0.000350806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969923,0.00004085608,0.0002006795,0.0003020822,0.00003025071,0.0002083847,0.0000156151,0.00003948041,0.002170306],"genre_scores_gemma":[0.9952258,0.000007881628,0.004365989,0.0002273163,0.00002339767,0.000002422472,0.00007761743,0.00001087747,0.00005867543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1003665,"threshold_uncertainty_score":0.9998245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02896262310406219,"score_gpt":0.2304302874176979,"score_spread":0.2014676643136357,"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."}}