{"id":"W4256342912","doi":"10.1016/b978-0-444-64046-8.00035-5","title":"Biofilms","year":2011,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Biofilm; Bacteria; Biology; Microbiology; Genetics","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":[0.0003674561,0.001636298,0.0009278936,0.001530571,0.001104544,0.002998952,0.0009199248,0.002148537,0.1007004],"category_scores_gemma":[0.0004972729,0.0006149386,0.0005918886,0.001168363,0.0004403504,0.001779059,0.001878548,0.002249432,0.1039679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007842667,"about_ca_system_score_gemma":0.0007577722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001819854,"about_ca_topic_score_gemma":0.003319186,"domain_scores_codex":[0.9994413,0.00003311623,0.00002708995,0.0001285736,0.000318003,0.00005192881],"domain_scores_gemma":[0.999864,0.0000134947,0.00001068265,0.00001985653,0.00006781695,0.00002413153],"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":[0.00007719002,0.00009870665,0.0002991437,0.001036983,0.00003382277,0.0004823344,0.0003877187,0.0003323177,0.1170085,0.03532314,0.2147018,0.6302183],"study_design_scores_gemma":[0.000008518846,0.00002998949,0.0004836304,0.0001575459,0.00001107348,0.0004964911,0.00007751503,0.00019874,0.01280054,0.004085704,0.9816386,0.00001163691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006336216,0.09255183,0.02380425,0.004379373,0.005719498,0.0001990539,0.002582108,0.002069986,0.8623576],"genre_scores_gemma":[0.01118866,0.01924988,0.007264026,0.0007484754,0.0003410646,0.0001233948,0.001809949,0.0002312388,0.9590432],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1007004,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524555601674026,"score_gpt":0.218083209147043,"score_spread":0.2028376531303028,"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."}}