{"id":"W4317436549","doi":"10.21203/rs.3.rs-2365484/v1","title":"Formulation of Synthetic Bacteria Consortia for Enzymatic Biodegradation of Polyaromatic Hydrocarbons contaminated soil: Soil Column Study","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; York University","funders":"","keywords":"Dioxygenase; Bioremediation; Biodegradation; Pyrene; Chemistry; Enzyme; Soil contamination; Rhodococcus; Environmental chemistry; Pseudomonas; Biotransformation; Stenotrophomonas; Bacteria; Biochemistry; Contamination; Organic chemistry; Biology","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":[0.0002582178,0.0005162855,0.0003026007,0.0001775724,0.0001021688,0.0003650566,0.0002253809,0.0002889754,0.0003464953],"category_scores_gemma":[0.0001929229,0.0001021278,0.0002709375,0.0001950873,0.0001259012,0.000217682,0.0002713998,0.0003703329,0.0001847486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140071,"about_ca_system_score_gemma":0.0002507427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006996385,"about_ca_topic_score_gemma":0.001006395,"domain_scores_codex":[0.9997984,0.00003901021,0.00002037347,0.00003568081,0.00006766095,0.00003894545],"domain_scores_gemma":[0.9999027,0.0000118687,0.00002336188,0.00001100828,0.00002533044,0.0000256805],"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":[0.00002779683,0.00004468335,0.0001191613,0.00003116492,0.000005569247,0.00001857287,0.000004563634,0.00008706253,0.9989845,0.00001835826,0.000007376927,0.0006511103],"study_design_scores_gemma":[0.000010064,0.0004174118,0.001070386,0.000005197129,0.00001851665,0.00006546986,0.00002077722,0.0008202103,0.9967173,0.00001194346,0.0008391847,0.00000356451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943035,0.0008606516,0.004064679,0.00005955255,0.00002385768,0.00005113785,0.0001394148,0.00003252945,0.0004647432],"genre_scores_gemma":[0.9919709,0.0008490097,0.005600854,0.00001888348,0.000008039427,0.00004825746,0.0004266252,0.00001183549,0.00106559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006996385,"threshold_uncertainty_score":0.001552761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07086660814967422,"score_gpt":0.3534400187288698,"score_spread":0.2825734105791955,"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."}}