{"id":"W4376472086","doi":"10.1007/978-981-99-1179-0_8","title":"Fungal Bioremediation of Soils Contaminated by Petroleum Hydrocarbons","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Bioremediation; Environmental remediation; Bioaugmentation; Environmental chemistry; Environmental science; Soil contamination; Pollutant; Biodegradation; Contamination; Petroleum; Soil water; Waste management; Environmental engineering; Chemistry; Soil science; 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":[0.0000866966,0.0005586905,0.000231869,0.0004606197,0.0001445064,0.0005308156,0.0005265406,0.0003662048,0.001855425],"category_scores_gemma":[0.00008239315,0.0001310255,0.0003258752,0.0006576248,0.000124136,0.0003362701,0.0002871209,0.0004406991,0.001425758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003551297,"about_ca_system_score_gemma":0.000215671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001574234,"about_ca_topic_score_gemma":0.002986249,"domain_scores_codex":[0.9999163,0.000008373065,0.000002623619,0.000009408085,0.00004931107,0.00001393261],"domain_scores_gemma":[0.9999812,0.000006813814,0.000001940506,0.000001708417,0.00000544985,0.00000296889],"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":[0.00006913811,0.0001514375,0.00009611619,0.0005321139,0.000009953785,0.0001900081,0.00007589463,0.00109177,0.6530883,0.003781621,0.003419909,0.3374937],"study_design_scores_gemma":[0.00000657847,0.0002313685,0.0009884527,0.0001572764,0.00001516995,0.0004545987,0.00005957007,0.001763261,0.8560325,0.001480793,0.1388014,0.000009070084],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2141435,0.3760661,0.06753507,0.001560899,0.001692069,0.0002972546,0.00142686,0.0007878624,0.3364904],"genre_scores_gemma":[0.3486857,0.2388265,0.03077376,0.0004496926,0.0003219905,0.0001079495,0.001295664,0.0001669844,0.3793718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001855425,"threshold_uncertainty_score":0.006207049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002577439155656,"score_gpt":0.1933695119433443,"score_spread":0.1833437375517877,"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."}}