{"id":"W1511525882","doi":"10.1002/9781118989982.ch15","title":"Bioremediation of Oil Spills on Land","year":2014,"lang":"en","type":"other","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Bioremediation; Biostimulation; Environmental remediation; Bioaugmentation; Environmental science; Biodegradation; Contamination; Waste management; Environmental chemistry; Microorganism; Soil contamination; Petroleum; Environmental engineering; Soil water; Chemistry; Ecology; Soil science; Geology; 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":[0.0001932852,0.0004113688,0.0002030754,0.001059617,0.000438352,0.0008169564,0.0002909806,0.0002751369,0.007883178],"category_scores_gemma":[0.0002196334,0.0000781743,0.0002615704,0.0009229313,0.0002776236,0.0005823913,0.0008217056,0.0003222896,0.002459187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007783155,"about_ca_system_score_gemma":0.0007948701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002663846,"about_ca_topic_score_gemma":0.004834452,"domain_scores_codex":[0.9998247,0.00001969406,0.000005275288,0.00001687893,0.00009232281,0.00004116617],"domain_scores_gemma":[0.9999264,0.000007148165,0.00001763942,0.000009072496,0.00002458085,0.00001507177],"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":[0.0002257771,0.0001919309,0.002185867,0.000653383,0.00001667231,0.0006219812,0.0001032519,0.001772458,0.7487506,0.004519492,0.004308965,0.2366497],"study_design_scores_gemma":[0.00001780144,0.0003424655,0.004522947,0.0001023015,0.00002088078,0.0004913874,0.0002628035,0.002963564,0.8477462,0.00182384,0.1416925,0.00001336717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7258402,0.01702615,0.02624582,0.002053448,0.0003376241,0.0002385687,0.001406036,0.001464383,0.2253879],"genre_scores_gemma":[0.8695289,0.01685704,0.0126999,0.0003626824,0.00007571943,0.00006032615,0.001095421,0.0001610533,0.09915891],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007883178,"threshold_uncertainty_score":0.0263719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005033278927345117,"score_gpt":0.1933108498410385,"score_spread":0.1882775709136933,"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."}}