{"id":"W1987771946","doi":"10.1007/s00253-012-4379-3","title":"Growth and characterization of Escherichia coli DH5α biofilm on concrete surfaces as a protective layer against microbiologically influenced concrete deterioration (MICD)","year":2012,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Texas A and M University","keywords":"Biofilm; Extracellular polymeric substance; Bacteria; Scanning electron microscope; Layer (electronics); Microbiology; Mortar; Materials science; Chemistry; Bacterial growth; Adhesion; Chemical engineering; Composite material; Biology","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":[0.0002840176,0.0003788854,0.0003953004,0.0002215851,0.0002263206,0.0002818983,0.0002695704,0.0003079612,0.0005327957],"category_scores_gemma":[0.0003722739,0.000224588,0.0004312215,0.0003176668,0.0001810485,0.0002355819,0.0002737877,0.0005631998,0.0003238018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691782,"about_ca_system_score_gemma":0.0003462059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006207422,"about_ca_topic_score_gemma":0.004463813,"domain_scores_codex":[0.9996789,0.0000400328,0.00003806791,0.00005886169,0.0001209391,0.00006334981],"domain_scores_gemma":[0.9997697,0.00006177438,0.00003342695,0.00003769482,0.0000683964,0.00002900547],"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":[0.00002855651,0.00002104639,0.0002251168,0.00001673843,0.00000217447,0.00001476837,0.00002279324,0.00002508046,0.9992367,0.00001691532,0.00001094208,0.0003792383],"study_design_scores_gemma":[0.000004414296,0.0002431966,0.0128842,0.000006408525,0.00001397003,0.0000983547,0.00008009446,0.0004782859,0.9856205,0.00002007951,0.0005430171,0.000007398937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941396,0.000480725,0.003275988,0.0001048933,0.00002986571,0.00005633717,0.0009709744,0.0000327667,0.000908928],"genre_scores_gemma":[0.9853969,0.0006065023,0.008587787,0.00006209084,0.00001257767,0.00006157259,0.002034096,0.00002877009,0.003209669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006207422,"threshold_uncertainty_score":0.01234263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0062132077992881,"score_gpt":0.2022432931722194,"score_spread":0.1960300853729313,"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."}}