{"id":"W4210727375","doi":"10.22376/ijpbs/lpr.2022.12.1.l154-169","title":"Isolation, Screening, Characterization And Application Of Biosurfactant By Achromobacter Xylos Strain GSR21 Producing Bacteria From Hydrocarbons Contaminated Soil","year":2022,"lang":"en","type":"article","venue":"International Journal of Life Science and Pharma Research","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Chemistry; Gas chromatography; Biodegradation; Hydrocarbon; Bacteria; Chromatography; Kerosene; Food science; Environmental chemistry; Microbiology; Biology; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.002796823,0.00008492546,0.0001288148,0.000209852,0.0002738263,0.0001173293,0.0005027462,0.00002668851,0.0007337747],"category_scores_gemma":[0.0002398968,0.00007600843,0.00002209216,0.0005047805,0.0005070863,0.0006659295,0.0003518525,0.0002536286,0.000004266214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610517,"about_ca_system_score_gemma":0.0001380396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002685043,"about_ca_topic_score_gemma":0.00001050106,"domain_scores_codex":[0.9973368,0.0001789221,0.0004302264,0.0002678854,0.001597332,0.0001888315],"domain_scores_gemma":[0.9989989,0.00008050171,0.0003819562,0.00009195798,0.0002781042,0.000168613],"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":[0.0001174979,0.00007886481,0.0548309,0.00000194613,0.00001729178,0.000001995938,0.0007228277,0.00001334775,0.9310612,0.000004781618,0.0003041513,0.01284521],"study_design_scores_gemma":[0.001580917,0.0003098977,0.5707105,0.00003213832,0.00001446802,0.00004630046,0.0007135218,0.01494898,0.4024915,0.0000829076,0.008845132,0.0002237021],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962878,0.00003313802,0.001019484,0.001961245,0.0001828635,0.0001631215,0.0002986528,0.000004312145,0.00004941239],"genre_scores_gemma":[0.9991979,0.0001056811,0.0002809227,0.0002145469,0.00007633107,0.000003429394,0.00007317039,0.000005987644,0.00004204029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5285696,"threshold_uncertainty_score":0.8034318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459123205912741,"score_gpt":0.3107077132732318,"score_spread":0.2861164812141044,"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."}}