{"id":"W2377427134","doi":"","title":"Study progress on microbial remedy technology for contaminated soil by petroleum","year":2004,"lang":"en","type":"article","venue":"Dongbei Nongye Daxue xuebao","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Environmental science; Petroleum; Biochemical engineering; Microbial biodegradation; Soil contamination; Contamination; Environmental protection; Biotechnology; Ecology; Engineering; Biology; Soil water; Microorganism; Soil science; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001798238,0.0002826574,0.0002756224,0.0002621641,0.0001507764,0.00005621359,0.0002795003,0.0002636787,0.00002464501],"category_scores_gemma":[0.00002217244,0.0002684177,0.00007840018,0.0003215142,0.0001162577,0.000115404,0.00004468074,0.0003141967,0.0001329602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001817071,"about_ca_system_score_gemma":0.00002460599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002499929,"about_ca_topic_score_gemma":0.00004094284,"domain_scores_codex":[0.9986432,0.00001939583,0.0002832923,0.0004477561,0.0001639579,0.0004424561],"domain_scores_gemma":[0.9993669,0.00001373549,0.0000543192,0.0003994931,0.00008173962,0.0000838499],"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":[0.002223552,0.009770094,0.01596201,0.001822341,0.001700978,0.0003667897,0.003253011,0.006429067,0.6789997,0.001972381,0.2234999,0.05400017],"study_design_scores_gemma":[0.01151477,0.002496985,0.000831741,0.0001069149,0.0001167822,0.00005554786,0.00162172,0.0005590111,0.6679978,0.0001861923,0.3134607,0.001051887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936433,0.000264993,0.0003460537,0.001546604,0.001383329,0.001188512,0.00008555222,0.0009498399,0.0005917812],"genre_scores_gemma":[0.9983229,0.00001898328,0.0002433928,0.00008851042,0.0001846723,0.0001594488,0.0001138247,0.00005892908,0.0008093265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08996078,"threshold_uncertainty_score":0.9999768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007167544953049547,"score_gpt":0.2188796803515938,"score_spread":0.2117121353985442,"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."}}