{"id":"W2905440856","doi":"10.1007/s00248-018-1304-z","title":"Dynamics of Biofilm Formation by Salmonella Typhimurium and Beef Processing Plant Bacteria in Mono- and Dual-Species Cultures","year":2018,"lang":"en","type":"article","venue":"Microbial Ecology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kane Biotech (Canada); Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Biofilm; Bacteria; Microbiology; Biology; Salmonella; Enterobacteriaceae; Escherichia coli; Biochemistry","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":[0.00008491547,0.0001132541,0.000166252,0.00004242298,0.00006615071,0.00002557626,0.0000400648,0.0002153932,0.00001006453],"category_scores_gemma":[0.00001675679,0.0001056262,0.00001588113,0.00004288743,0.0002400076,0.00000956062,0.00009070138,0.00004945074,9.460973e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001504398,"about_ca_system_score_gemma":0.00002288922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003804027,"about_ca_topic_score_gemma":0.001293004,"domain_scores_codex":[0.9993458,0.00003671014,0.0002087168,0.0002040281,0.00002105198,0.0001837179],"domain_scores_gemma":[0.9997382,0.000005796289,0.0001030591,0.00007473204,0.00004709677,0.00003110031],"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":[0.0001403194,0.00002520778,0.001272844,0.00003318359,0.000007721334,0.000001075405,0.0001769418,2.330113e-7,0.9962023,0.00002460313,0.00135449,0.0007610922],"study_design_scores_gemma":[0.0006469494,0.0004034715,0.01902781,0.00002246396,0.00001157684,0.00009814395,0.000168215,0.0001717771,0.9728718,0.00001989542,0.006380654,0.0001772358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990019,0.0001654169,0.00002058599,0.0003114884,0.0001331841,0.0001065855,0.0001327151,0.000004817941,0.0001232897],"genre_scores_gemma":[0.9984929,0.0001837123,0.0005438399,0.0001239518,0.0001235506,0.000001494653,0.0004170375,0.000009670647,0.0001038363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02333049,"threshold_uncertainty_score":0.430731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005051371169336274,"score_gpt":0.2071726453978576,"score_spread":0.2021212742285213,"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."}}