{"id":"W2897462723","doi":"10.1016/j.fuel.2018.09.144","title":"Biodegradation and water washing in a spill-fill sequence of oilfields","year":2018,"lang":"en","type":"article","venue":"Fuel","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Biodegradation; Aquifer; Alkylbenzenes; Environmental science; Solubility; Petroleum engineering; Chemistry; Environmental chemistry; Groundwater; Geology; Geotechnical engineering; Organic chemistry","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":[0.0001464588,0.0001459515,0.0001556528,0.0005829117,0.0005291286,0.0003838754,0.0001641058,0.0002693083,0.001337208],"category_scores_gemma":[0.0003796995,0.0001232441,0.0001638167,0.0003820742,0.0002615215,0.0003351408,0.0002616677,0.0001737494,0.0001522236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007177089,"about_ca_system_score_gemma":0.0007448764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02721401,"about_ca_topic_score_gemma":0.03975779,"domain_scores_codex":[0.9998791,0.000007722439,0.000006944355,0.0000253268,0.00003352761,0.00004746144],"domain_scores_gemma":[0.9998094,0.00003105549,0.00004564696,0.000009100238,0.00006267168,0.00004202565],"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":[0.002893906,0.0003488626,0.148302,0.00004821294,0.00002118487,0.0006799948,0.0004508245,0.003387255,0.8214637,0.0002963788,0.000168982,0.02193862],"study_design_scores_gemma":[0.00002916244,0.001742651,0.4440327,0.00001306036,0.00004357121,0.0004755688,0.001704705,0.01710318,0.5326863,0.0003222039,0.001811257,0.00003573187],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994888,0.00001414557,0.0001305236,0.000007539411,0.000001180018,0.000003193648,0.00005597861,0.00000502765,0.0002935331],"genre_scores_gemma":[0.9981853,0.00002561982,0.0004275541,0.000005957085,8.21734e-7,0.000002978152,0.0001382452,0.000002947613,0.001210496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02721401,"threshold_uncertainty_score":0.05411124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919751239897295,"score_gpt":0.2564704905985813,"score_spread":0.2372729781996084,"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."}}