{"id":"W2102176296","doi":"10.1080/10643380701413385","title":"Performance Assessment of Bioremediation and Natural Attenuation","year":2009,"lang":"en","type":"article","venue":"Critical Reviews in Environmental Science and Technology","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bioremediation; Microcosm; Environmental science; Environmental remediation; Pollutant; BTEX; Biodegradation; Groundwater; Hazardous waste; Hazardous air pollutants; Environmental chemistry; Contamination; Waste management; Biochemical engineering; Chemistry; Geology; Ecology; Biology; Engineering","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":[0.007613133,0.001793821,0.001137201,0.002169562,0.0003770661,0.001823792,0.001564304,0.001492414,0.001387372],"category_scores_gemma":[0.01196763,0.0003174277,0.0007436083,0.001922919,0.0005720974,0.00154693,0.001343039,0.0005838286,0.001046361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001299466,"about_ca_system_score_gemma":0.001200314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170628,"about_ca_topic_score_gemma":0.001289884,"domain_scores_codex":[0.9900194,0.002298794,0.0005433865,0.0007357265,0.006105713,0.0002969685],"domain_scores_gemma":[0.9930441,0.002252782,0.001075902,0.0004673538,0.003049575,0.0001101917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007217242,0.0006332548,0.01442499,0.0031066,0.0002119409,0.0001841033,0.0003138756,0.0220037,0.5139969,0.002961233,0.00178414,0.4396575],"study_design_scores_gemma":[0.00003522433,0.003519326,0.01374115,0.0003081262,0.000233909,0.0006439087,0.000280815,0.03917171,0.9157591,0.002324707,0.02380874,0.0001732004],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.4436074,0.04993315,0.4641729,0.001613699,0.0003826255,0.001767209,0.002185565,0.001188627,0.0351488],"genre_scores_gemma":[0.8141658,0.03168426,0.1404309,0.0002866164,0.0002051571,0.001241533,0.001773575,0.0002228895,0.009989256],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007613133,"threshold_uncertainty_score":0.04026258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018872805562481,"score_gpt":0.2811559825964014,"score_spread":0.2709672545407766,"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."}}