{"id":"W4411700171","doi":"10.18280/ijdne.200523","title":"The Impact of Environmental Pollution on Oil-Contaminated Soil Properties and Its Improvement Using Biodiesel in the Dora Refinery Area","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mustansiriyah University; University of Baghdad","keywords":"Environmental science; Refinery; Pollution; Biodiesel; Oil refinery; Environmental pollution; Contamination; Waste management; Environmental engineering; Environmental protection; Engineering; Ecology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003564973,0.00009291458,0.0001028192,0.0001990357,0.00003459444,0.00003964537,0.0001600163,0.0000854893,8.693435e-7],"category_scores_gemma":[0.00006564055,0.00005220832,0.00004136076,0.00007538313,0.00003240347,0.00009259248,0.00001804533,0.0003167269,5.730798e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002298565,"about_ca_system_score_gemma":0.00003298339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079944,"about_ca_topic_score_gemma":0.000009267175,"domain_scores_codex":[0.9993573,0.0000354732,0.0002722384,0.00005529857,0.0001907055,0.00008893315],"domain_scores_gemma":[0.9996531,0.0001070618,0.0001170208,0.00005039106,0.00005869814,0.00001371984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005958886,0.0001556755,0.00190644,0.00004116611,0.0006414379,0.00002147851,0.0008423148,0.04607942,0.8679947,0.0007595173,0.0003098237,0.08065213],"study_design_scores_gemma":[0.001606726,0.0008411392,0.0450447,0.0005573961,0.00007411693,0.0001499104,0.0005687361,0.8276927,0.1207479,0.002388889,0.00008314789,0.0002445853],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953288,0.003115005,0.0009232541,0.000328421,0.0001475536,0.00006864983,0.00001116838,0.000006846965,0.00007027017],"genre_scores_gemma":[0.9958887,0.003893652,0.0001081566,0.00005614422,0.0000300407,0.000002740216,0.000002014319,0.000005653616,0.00001292759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7816133,"threshold_uncertainty_score":0.2128994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028941845695923,"score_gpt":0.2338979357124615,"score_spread":0.2236085172555022,"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."}}