{"id":"W4400592859","doi":"10.1002/jeq2.20594","title":"Do phosphorus amendments enhance biodegradation activity in stalled petroleum hydrocarbon‐contaminated soil?","year":2024,"lang":"en","type":"article","venue":"Journal of Environmental Quality","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Bioremediation; Environmental chemistry; Biodegradation; Bioavailability; Phosphorus; Calcareous; Microcosm; Soil water; Amendment; Chemistry; Soil contamination; Phosphate; Soil pH; Degradation (telecommunications); Benzene; Microbial consortium; Hydrocarbon; Environmental engineering; Environmental science; Contamination; Soil science; Microorganism; Ecology; Botany; Geology; Biology; Bacteria","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001189445,0.000211266,0.0002955298,0.00009164724,0.00005085236,0.00006772818,0.0002288585,0.0001132648,0.002302018],"category_scores_gemma":[0.00002969202,0.0001787694,0.0001465621,0.0002025951,0.0001513106,0.0005838632,0.0001172377,0.0003655686,0.0003240934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080949,"about_ca_system_score_gemma":0.00002102861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575988,"about_ca_topic_score_gemma":0.00009416717,"domain_scores_codex":[0.9977931,0.0002398748,0.0006922702,0.0003298878,0.0006595538,0.0002853157],"domain_scores_gemma":[0.999248,0.00007086316,0.0003593995,0.0001761053,0.000002537892,0.0001430667],"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":[0.0001675012,0.0004335559,0.04140061,0.00001273102,0.00003000457,0.00005100726,0.0003438973,0.00008408658,0.9395898,0.000005875088,0.0002936948,0.01758725],"study_design_scores_gemma":[0.001135316,0.0002946616,0.5994712,0.00009186342,0.00003323543,0.00002806651,0.0003373139,0.0007256211,0.3910687,0.0001577491,0.00624871,0.0004076026],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979968,0.0003522128,0.0001283504,0.0002882531,0.0003927667,0.0001423773,0.00005696043,0.00001557042,0.0006267146],"genre_scores_gemma":[0.9987537,0.0005461506,0.0001205606,0.0001033045,0.00004082332,0.00000187912,0.000009304746,0.00001493218,0.0004093474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5580705,"threshold_uncertainty_score":0.99861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219900495056189,"score_gpt":0.269193292409971,"score_spread":0.2569942874594092,"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."}}