{"id":"W2004163404","doi":"10.1016/j.biortech.2005.08.025","title":"Investigating the suitability of the Calgary Biofilm Device for assessing the antimicrobial efficacy of new agents","year":2005,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biofilm; Antimicrobial; Microbiology; Listeria; Disinfectant; Biology; Chemistry; Listeria monocytogenes; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144795,0.0004069896,0.0004067964,0.0002993454,0.000373508,0.0006582983,0.0005150076,0.001181797,0.0006738478],"category_scores_gemma":[0.001810915,0.0002469916,0.0003772943,0.0002431023,0.0003594977,0.0008608379,0.0003470934,0.0006373279,0.0002052659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678319,"about_ca_system_score_gemma":0.0003338824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002255587,"about_ca_topic_score_gemma":0.001909793,"domain_scores_codex":[0.9993754,0.0001798074,0.00003820953,0.0000778528,0.0002319269,0.00009673685],"domain_scores_gemma":[0.999316,0.0004367992,0.00005582532,0.00003370278,0.0001207183,0.00003703796],"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":[0.0001176851,0.00004864308,0.0002550894,0.00003837577,0.00000478019,0.00002362324,0.00003830783,0.00007099971,0.9975148,0.00005792203,0.00001411025,0.00181556],"study_design_scores_gemma":[0.00002624779,0.002523754,0.003461748,0.0000136627,0.00002611887,0.00008201203,0.0001031248,0.001544646,0.9914756,0.00005644776,0.0006744553,0.00001220414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943489,0.001419876,0.003194013,0.000134473,0.00003924084,0.00009245679,0.00006965334,0.00001215894,0.000689244],"genre_scores_gemma":[0.9860285,0.001735152,0.01039038,0.00009687649,0.00002250386,0.00008636209,0.000122857,0.00001224228,0.001505114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002255587,"threshold_uncertainty_score":0.006054342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041896152101019,"score_gpt":0.2773390879824113,"score_spread":0.2569201264614011,"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."}}