{"id":"W4391257035","doi":"10.1099/acmi.0.000695.v2","title":"The Relationship between microbial population adenosine triphosphate and quantitative polymerase chain reaction bioburdens in diesel fuel microcosms","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"LuminUltra Technologies (Canada)","funders":"","keywords":"Microcosm; Diesel fuel; Polymerase chain reaction; Adenosine triphosphate; Population; Chemistry; Environmental science; Environmental chemistry; Biochemistry; Medicine; Gene; Environmental health; 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":[0.001384825,0.0004825208,0.000563453,0.0009029529,0.0003525324,0.001637012,0.0004678872,0.000885607,0.0007194665],"category_scores_gemma":[0.004691329,0.0006688764,0.0003561024,0.001018251,0.0009464217,0.0005988634,0.0008794939,0.0008483289,0.000485003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006522335,"about_ca_system_score_gemma":0.0004107066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003459869,"about_ca_topic_score_gemma":0.007023466,"domain_scores_codex":[0.9957059,0.0007289537,0.0003760509,0.001444554,0.001445837,0.0002987235],"domain_scores_gemma":[0.9948393,0.002044016,0.001236832,0.0003247342,0.001293098,0.0002620487],"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":[0.0003859995,0.0001216372,0.06557279,0.0001052567,0.00008783179,0.00005367729,0.0006188499,0.0006387251,0.9269698,0.0001869668,0.00009683755,0.005161708],"study_design_scores_gemma":[0.00002293788,0.001769578,0.4642286,0.00003367492,0.0001063904,0.0003731534,0.001111401,0.007741573,0.5213626,0.0006211414,0.002542278,0.00008662629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866732,0.0004145298,0.009008074,0.00009724512,0.00002389434,0.0000911165,0.001788307,0.00007174387,0.001831864],"genre_scores_gemma":[0.9819453,0.000291069,0.01386442,0.000123425,0.000018476,0.0002949877,0.001219963,0.00003806073,0.002204221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003459869,"threshold_uncertainty_score":0.007323742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05088425267255057,"score_gpt":0.3193355458388858,"score_spread":0.2684512931663352,"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."}}