{"id":"W1627818346","doi":"10.1016/s0167-2991(04)80146-0","title":"Chapter 5 Whole-cell bio-processing of aromatic compounds in crude oil and fuels","year":2004,"lang":"en","type":"book-chapter","venue":"Studies in surface science and catalysis","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heteroatom; Bioprocess; Refining (metallurgy); Aromaticity; Chemistry; Crude oil; Biochemical engineering; Organic chemistry; Ring (chemistry); Pulp and paper industry; Petroleum engineering; Chemical engineering; Engineering; Molecule","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000822689,0.0002802931,0.000528239,0.0001940199,0.0001663675,0.0000347162,0.0002901627,0.0001082911,0.00009569073],"category_scores_gemma":[0.00004205316,0.0002341397,0.00004236081,0.0003810244,0.003788336,0.0002883842,0.0005073273,0.0001647225,0.00003933281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193425,"about_ca_system_score_gemma":0.00005029903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001768558,"about_ca_topic_score_gemma":0.0009320893,"domain_scores_codex":[0.9979692,0.00001021371,0.0004763504,0.0006330793,0.0006073977,0.0003037697],"domain_scores_gemma":[0.9993525,0.00003257316,0.0002652986,0.0002312079,0.00003505782,0.00008340172],"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":[0.00005503919,0.000252923,0.04670324,0.001080706,0.00007263149,0.00006816968,0.02666782,0.0003062522,0.8385606,0.0003920791,0.000278864,0.08556166],"study_design_scores_gemma":[0.02675418,0.0029018,0.2100221,0.02732997,0.002804319,0.0002428102,0.07884263,0.002203765,0.4567685,0.06756914,0.09993915,0.02462158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122153,0.004532872,6.259662e-7,0.0003514219,0.00009745525,0.00009972068,0.00003846895,0.00001159029,0.08265258],"genre_scores_gemma":[0.9834211,0.005513859,0.000291613,0.0001104583,0.000007120395,0.000001236752,0.000005422587,0.00001168063,0.01063748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3817921,"threshold_uncertainty_score":0.9989228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02310033944864547,"score_gpt":0.2534904435139284,"score_spread":0.2303901040652829,"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."}}