{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001926299,0.0005088506,0.0003013251,0.0004062022,0.0001992078,0.000485067,0.0002294408,0.0003674809,0.0004815283],"category_scores_gemma":[0.0003080545,0.0001120684,0.0003600962,0.0005208503,0.0001589584,0.0002992963,0.0004270202,0.000302528,0.0003227555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000997773,"about_ca_system_score_gemma":0.0002874375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172856,"about_ca_topic_score_gemma":0.001016277,"domain_scores_codex":[0.9996498,0.00004793408,0.00006318543,0.00007336422,0.0001028368,0.0000629762],"domain_scores_gemma":[0.9997792,0.00004397373,0.00006132258,0.00002251356,0.00006319999,0.00002985106],"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":[0.00006751219,0.00009905807,0.004043589,0.000108928,0.000008388837,0.0002228607,0.00009279555,0.00006997724,0.991927,0.00001737869,0.00002326032,0.003319179],"study_design_scores_gemma":[0.00002458708,0.001416366,0.07402393,0.00003426539,0.00009474413,0.002052281,0.0007311676,0.0009249843,0.9184372,0.00005035332,0.002189429,0.00002062497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975423,0.0003518518,0.0009557449,0.00007600227,0.000009860552,0.00004470568,0.0005026432,0.00001997631,0.0004968919],"genre_scores_gemma":[0.9900775,0.0009541328,0.005069481,0.00004488686,0.00001292475,0.00006483909,0.00238557,0.00001330666,0.001377385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001172856,"threshold_uncertainty_score":0.002332032,"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."}}