{"id":"W1996876494","doi":"10.1128/aem.01567-08","title":"CO <sub>2</sub> Production as an Indicator of Biofilm Metabolism","year":2009,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Carbon fibers; Chemistry; Extracellular polymeric substance; Environmental chemistry; Strain (injury); Microbiology; Bacteria; Biology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007757691,0.0001499274,0.0001737006,0.00003398288,0.00006642795,0.000006127505,0.00006668596,0.0002044212,0.00001169741],"category_scores_gemma":[0.000002528115,0.0001393352,0.00003562402,0.00002200687,0.0002290604,0.000004179533,0.00003109464,0.00006327213,0.00001573822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006139432,"about_ca_system_score_gemma":0.000009682168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002920675,"about_ca_topic_score_gemma":0.000001175063,"domain_scores_codex":[0.9991965,0.00002842678,0.0001704988,0.0003855345,0.00002403557,0.0001949697],"domain_scores_gemma":[0.9996482,0.000002045022,0.00009183664,0.0001925587,0.00000218598,0.00006313779],"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":[0.0001006557,0.00009932448,0.0001515163,0.000002890924,0.00002159506,4.877427e-7,0.00003667052,7.124078e-7,0.9880837,0.00009506706,0.0001171428,0.01129019],"study_design_scores_gemma":[0.0003244446,0.0002908936,0.008166238,0.000001784989,0.00001899927,0.0000745363,0.00007937738,2.042836e-7,0.983965,0.00003927701,0.006882526,0.0001567554],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991647,0.0002891911,0.00000446071,0.00007595482,0.00009210914,0.0001529758,0.00005533914,0.000007813009,0.0001574421],"genre_scores_gemma":[0.9978101,0.0004667907,0.0002159538,0.0004099722,0.000172046,0.000003000053,0.000897666,0.00001144649,0.00001298336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01113344,"threshold_uncertainty_score":0.5681924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003259879103714025,"score_gpt":0.1852021402880035,"score_spread":0.1819422611842894,"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."}}