{"id":"W4413754532","doi":"10.1101/2025.08.22.671748","title":"Phytoremediation of 25+ Years Weathered Petroleum Contamination with Symbiotic Arbuscular Mycorrhizal Fungi and <i>Bacillus subtilis</i> ATCC 21332","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Phytoremediation; Bacillus subtilis; Arbuscular mycorrhizal fungi; Contamination; Arbuscular mycorrhizal; Biology; Environmental science; Mycorrhizal fungi; Botany; Agronomy; Symbiosis; Horticulture; Bacteria; Ecology; Inoculation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00009975285,0.000284346,0.0002378207,0.0001463431,0.0001293619,0.0002486088,0.0001720337,0.0001873937,0.0006583133],"category_scores_gemma":[0.0000951908,0.00009863406,0.0001503039,0.0001106274,0.0001318128,0.00009734553,0.0001575306,0.0002105204,0.00009284283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003820345,"about_ca_system_score_gemma":0.0003421605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01028849,"about_ca_topic_score_gemma":0.01731068,"domain_scores_codex":[0.9998819,0.00001536274,0.000007735477,0.00002666357,0.00003955459,0.00002873139],"domain_scores_gemma":[0.9998819,0.00001352651,0.00003700931,0.000007809021,0.00002646922,0.00003335936],"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":[0.0001582972,0.00003256859,0.0008213375,0.00002743785,0.000006536462,0.00001892119,0.00001229319,0.00006888468,0.9975727,0.000007865268,0.0000151898,0.001257866],"study_design_scores_gemma":[0.0000188572,0.002523787,0.02872516,0.000008228505,0.00003716808,0.00009525495,0.00006326598,0.0006949682,0.9663625,0.00001169747,0.001451765,0.000007266889],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989676,0.0002269987,0.0003031808,0.00001381766,0.000006171231,0.0000124886,0.0001298622,0.00001982443,0.0003200035],"genre_scores_gemma":[0.9973766,0.0002209798,0.0009272018,0.00001611784,0.00000312113,0.00001148343,0.0002173395,0.00000440714,0.001222839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01028849,"threshold_uncertainty_score":0.02045721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006227502520349146,"score_gpt":0.1751906796196838,"score_spread":0.1689631770993347,"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."}}