{"id":"W2030638236","doi":"10.1139/s06-056","title":"Development and resistance of a biofilm in a planar fracture during biostimulation, starvation, and varying flow conditions","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biostimulation; Biofilm; Groundwater; Advection; Dispersion (optics); Aquifer; TRACER; Chemistry; Soil science; Environmental science; Environmental chemistry; Materials science; Environmental engineering; Geology; Contamination; Bacteria; Bioremediation; Geotechnical engineering; Ecology; Biology; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001884746,0.0001985735,0.000240528,0.000143988,0.0002002331,0.0003332178,0.0002092798,0.0003811211,0.000302255],"category_scores_gemma":[0.0003919856,0.0001895276,0.0002559305,0.0001264995,0.0002724672,0.0002358845,0.0002542192,0.0003018824,0.00007265279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003009215,"about_ca_system_score_gemma":0.0002469812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002979936,"about_ca_topic_score_gemma":0.002192585,"domain_scores_codex":[0.9998477,0.000017814,0.00001010102,0.00004043576,0.00004720558,0.00003674555],"domain_scores_gemma":[0.9998313,0.00005555004,0.00004628759,0.00001171834,0.00002702399,0.00002807],"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":[0.0001474104,0.00002917842,0.00320064,0.00002304077,0.000007749355,0.00004470674,0.0000629772,0.001052429,0.9934541,0.00005351555,0.0000143196,0.001909972],"study_design_scores_gemma":[0.00005384947,0.002178182,0.1435429,0.0000195729,0.00005179803,0.0005301333,0.0006880851,0.03844524,0.8130021,0.0005192971,0.0009072776,0.00006148612],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987652,0.00008304639,0.0009325628,0.00001250845,0.000001933326,0.000008368787,0.00008384201,0.000007139686,0.0001053644],"genre_scores_gemma":[0.9979085,0.00008354304,0.001543019,0.000008154867,0.000001107165,0.00001879156,0.0001226114,0.000002575703,0.0003118486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002979936,"threshold_uncertainty_score":0.005925179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003897403447730539,"score_gpt":0.191880352881291,"score_spread":0.1879829494335605,"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."}}