{"id":"W4367056870","doi":"10.1099/acmi.0.000411","title":"The relationship between microbial community vitality and ATP bioburden in bottom waters under fuel microcosms","year":2023,"lang":"en","type":"article","venue":"Access Microbiology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"LuminUltra Technologies (Canada)","funders":"Battelle","keywords":"Microcosm; Adenylate kinase; Energy charge; Bioburden; Population; Nutrient; Aqueous solution; Aqueous two-phase system; Environmental chemistry; Biology; Chemistry; Environmental science; Pulp and paper industry; Microbiology; Ecology; Biochemistry; Engineering; Medicine","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":[0.001048589,0.0001845718,0.0002002342,0.00007652889,0.0004862036,0.0001099667,0.0006934932,0.0002290994,0.0001009128],"category_scores_gemma":[0.0001179608,0.000134292,0.00004684877,0.0005319083,0.0007248905,0.0001998995,0.0009197115,0.0004873085,0.000670705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346609,"about_ca_system_score_gemma":0.00001652762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477976,"about_ca_topic_score_gemma":0.002700242,"domain_scores_codex":[0.998241,0.0005399395,0.0003791058,0.0003119077,0.00005354147,0.0004745127],"domain_scores_gemma":[0.9986576,0.0008055623,0.0001196131,0.0003334919,0.000009394154,0.00007436553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001587227,0.00001556594,0.6935875,0.000006907959,0.000007314497,0.00000119008,0.0004254146,0.000003898766,0.3023046,0.00001861394,0.00323522,0.0003778085],"study_design_scores_gemma":[0.0004569129,0.00002309605,0.9799593,0.000008756056,0.00000802969,0.000007645523,0.000211131,0.000001717492,0.00834008,0.001035454,0.009759228,0.0001886152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953587,0.00003193445,0.000007741629,0.003734283,0.0001912096,0.0003056724,0.0001123682,0.00006814935,0.0001899133],"genre_scores_gemma":[0.9985962,0.0000657524,0.00004796681,0.0006329618,0.00003268087,0.000006622344,0.0002620804,0.00001401205,0.000341732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2939645,"threshold_uncertainty_score":0.862078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06522955276961091,"score_gpt":0.3082837396019599,"score_spread":0.243054186832349,"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."}}