{"id":"W2061758849","doi":"10.1021/es051493g","title":"Biological Enhancement of Tetrachloroethene Dissolution and Associated Microbial Community Changes","year":2006,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Environmental Security Technology Certification Program","keywords":"Bioaugmentation; Dehalococcoides; Reductive dechlorination; Biostimulation; Environmental chemistry; Dissolution; Chemistry; Geobacter; Bioremediation; Groundwater; Contamination; Enrichment culture; Aquifer; Tetrachloroethylene; Electron donor; Environmental science; Biodegradation; Trichloroethylene; Bacteria; Geology; Ecology; Catalysis; Biofilm; Vinyl chloride","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":[0.0005837631,0.0001344317,0.0001542291,0.0001217848,0.0003619897,0.00001162297,0.0003815038,0.0001541531,0.0007356133],"category_scores_gemma":[0.00004588937,0.0001128034,0.00002166422,0.0005473501,0.004226665,0.0001067983,0.0005727457,0.0001931072,0.00007239029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003322641,"about_ca_system_score_gemma":0.000005796274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002935718,"about_ca_topic_score_gemma":0.0003463871,"domain_scores_codex":[0.9988365,0.00006114318,0.0002111142,0.0002960792,0.0002421184,0.0003530619],"domain_scores_gemma":[0.9995562,0.00002227584,0.0001564163,0.0002105209,0.000002801265,0.00005180308],"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":[0.00000578269,0.0002607568,0.1194191,7.533268e-7,0.000001541695,5.474233e-7,0.00005562384,0.000002677778,0.8769172,0.0000400503,0.00006036604,0.003235599],"study_design_scores_gemma":[0.0001962447,0.0001998106,0.3505647,0.000004194831,0.000003779669,0.000004975763,0.0001390005,0.00002186507,0.6477357,0.0002837627,0.0007354111,0.0001105027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984246,0.00004337028,0.0000547149,0.0004614416,0.0000657051,0.0001808492,0.00003137096,0.00004541982,0.000692523],"genre_scores_gemma":[0.9993024,0.00007154917,0.0004049107,0.00007324699,0.000007743749,0.000004589273,0.00002092386,0.000004396171,0.0001101673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2311456,"threshold_uncertainty_score":0.9984832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009674260808507812,"score_gpt":0.208152776784246,"score_spread":0.1984785159757382,"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."}}