{"id":"W4410033128","doi":"10.1039/d4va00203b","title":"Environmental restoration of polyaromatic hydrocarbon-contaminated soil through sustainable rhizoremediation: insights into bioeconomy and high-throughput systematic analysis","year":2025,"lang":"en","type":"article","venue":"Environmental Science Advances","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agroscope; Department of Biotechnology, Ministry of Science and Technology, India; Directorate for Biological Sciences; York University","keywords":"Environmental science; Soil contamination; Environmental chemistry; Hydrocarbon; Chemistry; Soil science; Soil water; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004259666,0.0004221361,0.0002978304,0.0005411377,0.0002678013,0.0008898893,0.0002369522,0.0003619532,0.0004001683],"category_scores_gemma":[0.0002573389,0.0001179329,0.0003967283,0.0005412349,0.0002425226,0.0005323024,0.0004449331,0.0004351591,0.0002116015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004573218,"about_ca_system_score_gemma":0.0009584598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001451968,"about_ca_topic_score_gemma":0.004106566,"domain_scores_codex":[0.9997126,0.00004526844,0.00001680904,0.00005077663,0.0001122136,0.00006223786],"domain_scores_gemma":[0.999856,0.00002229172,0.00002613319,0.00001723179,0.000058196,0.00002016772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008579362,0.00009910608,0.002668758,0.0002175908,0.00003067406,0.00007600857,0.00005947014,0.000482955,0.9676102,0.0002756167,0.0001559473,0.02823775],"study_design_scores_gemma":[0.00002221959,0.0005733481,0.05578944,0.0001291394,0.0001784119,0.0003939315,0.0009834693,0.00720092,0.9171516,0.001401643,0.0161398,0.00003608254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799892,0.006523629,0.008925243,0.0005423527,0.000032079,0.00006011499,0.001594904,0.0001052503,0.002227145],"genre_scores_gemma":[0.9790164,0.006772257,0.01054806,0.0001068219,0.00001203348,0.00004410664,0.001574327,0.00002531863,0.001900645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001451968,"threshold_uncertainty_score":0.003318071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00231581417320518,"score_gpt":0.1998617348022965,"score_spread":0.1975459206290913,"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."}}