{"id":"W4233866849","doi":"10.1016/b978-0-12-384731-7.00231-2","title":"BIOFILM FORMATION","year":2014,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Biofilm; Multicellular organism; Bacteria; Microorganism; Biology; Microbiology; Chemistry; Biochemistry; Cell","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":[0.0002670099,0.0009731037,0.0006108007,0.0008833816,0.0007257201,0.002092202,0.0006906099,0.001156274,0.04773613],"category_scores_gemma":[0.0001990052,0.000519263,0.0006414005,0.00061798,0.0004448496,0.0009216338,0.001400576,0.001604111,0.05695217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006199184,"about_ca_system_score_gemma":0.0005881809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312888,"about_ca_topic_score_gemma":0.002383729,"domain_scores_codex":[0.9997333,0.00001716603,0.00001078563,0.00006728663,0.0001350609,0.00003643401],"domain_scores_gemma":[0.9999365,0.000007428156,0.000005675607,0.00001159144,0.00002190882,0.00001691088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006946715,0.00008755739,0.0002686649,0.0005152219,0.00001879668,0.0002765713,0.0002720218,0.0004066066,0.452626,0.02601536,0.05573018,0.4637137],"study_design_scores_gemma":[0.00001431485,0.00009993505,0.001685843,0.0002664218,0.00001948859,0.0008377316,0.0001433629,0.0009839907,0.1357041,0.006136108,0.854081,0.00002766163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0218475,0.0391401,0.07027618,0.002839371,0.002708099,0.0001995984,0.001824127,0.002825522,0.8583395],"genre_scores_gemma":[0.04063936,0.01294969,0.02157214,0.0006784837,0.0001420053,0.0001483246,0.001851998,0.0003904921,0.9216276],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04773613,"threshold_uncertainty_score":0.1596933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640642736556638,"score_gpt":0.2577712332915493,"score_spread":0.2413648059259829,"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."}}