{"id":"W4412372067","doi":"10.1002/ldr.70046","title":"Insights Into the Declined Efficacy of In Situ Deep Soil Benzene Biostimulation: An Investigation Across Four Sites Over Three Years","year":2025,"lang":"en","type":"article","venue":"Land Degradation and Development","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Inner Mongolia Agricultural University; AgResearch","keywords":"Biostimulation; In situ; Environmental science; Environmental chemistry; Chemistry; Contamination; Biology; Ecology; Bioremediation; Organic chemistry","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":[0.0009926652,0.0003993029,0.0007024331,0.0006373388,0.0007452797,0.0007223671,0.0005381228,0.0005682562,0.0003804974],"category_scores_gemma":[0.0007050084,0.0002297982,0.0004750503,0.001024265,0.0005366742,0.0003622953,0.000542386,0.0004486335,0.0001428573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651284,"about_ca_system_score_gemma":0.001204248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08646242,"about_ca_topic_score_gemma":0.219039,"domain_scores_codex":[0.9995739,0.00005799296,0.00002849545,0.0001348593,0.000140482,0.00006430822],"domain_scores_gemma":[0.9985831,0.0002088401,0.0003414614,0.00007969677,0.0006426991,0.0001442544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000647603,0.0004037235,0.7477593,0.0001714763,0.0002336867,0.0004971781,0.001689291,0.001425972,0.2358266,0.00005964999,0.0002050712,0.01108048],"study_design_scores_gemma":[0.000005345356,0.0005312795,0.9878389,0.000005310738,0.00005189638,0.00006009811,0.0009719155,0.001168018,0.008734206,0.00002484756,0.0005914418,0.00001689925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989108,0.00004615989,0.0003767926,0.00001522694,0.000001930531,0.00002418655,0.0004477979,0.000008388539,0.0001687515],"genre_scores_gemma":[0.9978052,0.00008356594,0.0007750674,0.00003376076,0.000002594465,0.00005131163,0.0006849454,0.000005239534,0.0005583081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08646242,"threshold_uncertainty_score":0.1719183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922672429696858,"score_gpt":0.2545956029134262,"score_spread":0.2353688786164576,"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."}}