{"id":"W2159771065","doi":"10.2166/wst.2004.0826","title":"Comparing biofilm models for a single species biofilm system","year":2004,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Science Foundation","keywords":"Biofilm; Biological system; Benchmark (surveying); Simple (philosophy); Substrate (aquarium); Mass transfer; Chemistry; Biochemical engineering; Applied mathematics; Bacteria; Mathematics; Biology; Ecology; Chromatography; Engineering; Geology","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":[0.001528385,0.0009421778,0.001096048,0.001088992,0.0004833095,0.001442584,0.001147219,0.001998031,0.001213544],"category_scores_gemma":[0.004441326,0.0003576609,0.001193158,0.0006278339,0.0004568785,0.001036487,0.0008491579,0.0007459092,0.0002606898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439748,"about_ca_system_score_gemma":0.001193261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006815283,"about_ca_topic_score_gemma":0.003515966,"domain_scores_codex":[0.9994748,0.0001766239,0.00004656774,0.00006325557,0.000176076,0.00006268945],"domain_scores_gemma":[0.9968426,0.002229554,0.0002232635,0.0001183329,0.0004795099,0.0001067532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005088444,0.00006860113,0.0006695074,0.0001695325,0.0000279224,0.0000471813,0.00005548267,0.9856,0.002742496,0.005630104,0.0002302425,0.004708114],"study_design_scores_gemma":[0.000007556414,0.0000683427,0.0002410387,0.00001352567,0.000008922809,0.00001126762,0.00002034582,0.9973152,0.0004692666,0.001608698,0.0002239454,0.00001175034],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7512735,0.004661841,0.2224637,0.001173538,0.0002976172,0.0002764948,0.0006589125,0.0003241401,0.01887024],"genre_scores_gemma":[0.950049,0.002283622,0.04336557,0.000106959,0.00004821703,0.0003950229,0.0004489717,0.00006445553,0.003238202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006815283,"threshold_uncertainty_score":0.01355124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02406298073276981,"score_gpt":0.2249037123569159,"score_spread":0.2008407316241461,"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."}}