{"id":"W1513564668","doi":"10.1002/0470867841.ch11","title":"Biofilms Past, Present and Future—New Methods and Control Strategies in Medicine","year":2003,"lang":"en","type":"other","venue":"","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Biofilm; Control (management); Biochemical engineering; Computer science; Biology; Environmental science; Data science; Engineering; Artificial intelligence; Bacteria; Paleontology","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":[0.0005863964,0.0006800797,0.001037067,0.001681122,0.0008138896,0.002245021,0.00107977,0.001179245,0.04293217],"category_scores_gemma":[0.0003960493,0.0002882132,0.0004610918,0.001955932,0.0007736215,0.003545275,0.001186028,0.001896192,0.01204829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363831,"about_ca_system_score_gemma":0.001051135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058265,"about_ca_topic_score_gemma":0.005358864,"domain_scores_codex":[0.9996634,0.00004118494,0.00001917437,0.00004568301,0.0002044719,0.00002605078],"domain_scores_gemma":[0.9998242,0.00005493384,0.00001113831,0.00001112187,0.00005916235,0.0000395525],"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":[0.00007686746,0.0001171475,0.0001864289,0.001533974,0.00001035726,0.00009578827,0.0001940805,0.0002815344,0.01273256,0.0297646,0.2016026,0.7534041],"study_design_scores_gemma":[0.000005565665,0.00003169904,0.0003522717,0.0003242578,0.000008541718,0.000181337,0.0001098116,0.0001680552,0.002777089,0.009942307,0.9860874,0.00001161171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001946957,0.7557629,0.01905209,0.01714435,0.01199053,0.0001113503,0.0004330948,0.0004726099,0.1930861],"genre_scores_gemma":[0.008214482,0.6006169,0.02188208,0.003706714,0.004285637,0.0000978598,0.0003527321,0.0001921649,0.3606514],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04293217,"threshold_uncertainty_score":0.1436225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108050740213751,"score_gpt":0.2968479968870121,"score_spread":0.286042922865637,"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."}}