{"id":"W3025962635","doi":"10.1016/j.scitotenv.2020.139395","title":"Changes in syntrophic microbial communities, EPS matrix, and gene-expression patterns in biofilm anode in response to silver nanoparticles exposure","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts; University of Alberta","keywords":"Biofilm; Extracellular polymeric substance; Microbial electrolysis cell; Geobacter; Silver nanoparticle; Chemistry; Microbiology; Microbial population biology; Microbial fuel cell; Bacteria; Anode; Microorganism; Biophysics; Food science; Environmental chemistry; Chemical engineering; Nanoparticle; Nanotechnology; Biology; Materials science; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001220843,0.0002795231,0.0003606896,0.000267404,0.0002129184,0.0004184684,0.0001374292,0.0003654057,0.0009589293],"category_scores_gemma":[0.0002168546,0.0002106329,0.0002725548,0.0002430022,0.0002754143,0.0002599348,0.000253279,0.0003335359,0.0001890318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001804568,"about_ca_system_score_gemma":0.0002183186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001468904,"about_ca_topic_score_gemma":0.001743458,"domain_scores_codex":[0.9998754,0.0000138488,0.000008412245,0.00003426801,0.00003468137,0.00003324551],"domain_scores_gemma":[0.9998872,0.00002225435,0.00002219225,0.000005228332,0.0000333994,0.00002967379],"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":[0.0004027289,0.00002819469,0.001299263,0.00001934382,0.000006740171,0.00004992733,0.00006330333,0.00005633554,0.9972426,0.00002555877,0.00002489081,0.0007811274],"study_design_scores_gemma":[0.00001793608,0.0006476917,0.1524347,0.00001375417,0.00004366238,0.0002228822,0.0008258848,0.002327813,0.8424296,0.0002079054,0.000800475,0.00002764927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988906,0.0001621319,0.0002806233,0.00002908972,0.00001137572,0.000004908339,0.0002206174,0.00000761202,0.0003931296],"genre_scores_gemma":[0.9974709,0.0001290253,0.0003430591,0.000025701,0.000006359733,0.0000170411,0.0002720469,0.000003822423,0.001732087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001468904,"threshold_uncertainty_score":0.003207922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092340946789435,"score_gpt":0.1968678200182636,"score_spread":0.1859444105503692,"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."}}