{"id":"W2398326976","doi":"10.1089/mdr.2016.0087","title":"Biofilms: Microbial Shelters Against Antibiotics","year":2016,"lang":"en","type":"review","venue":"Microbial Drug Resistance","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Antibiotics; Microbiology; Antibiotic resistance; Multidrug tolerance; Drug resistance; Biology; Extracellular polymeric substance; Bacteria","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002769972,0.0009054659,0.00143681,0.00014827,0.0002314347,0.0001630745,0.0007199961,0.00084392,0.00003535654],"category_scores_gemma":[0.00007094509,0.0007349201,0.000919647,0.0002252865,0.000336173,0.000008164438,0.0003668575,0.0003319825,0.0002774931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159643,"about_ca_system_score_gemma":0.0004348381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006678121,"about_ca_topic_score_gemma":0.0001162505,"domain_scores_codex":[0.9965355,0.0002648612,0.0009122174,0.001258461,0.0001512605,0.0008776765],"domain_scores_gemma":[0.9980149,0.00003418296,0.0005747391,0.001072021,0.0001138323,0.0001903007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006832171,0.00004288244,4.130265e-7,0.002970666,0.0001787937,0.00002705457,0.000009949869,6.127404e-8,0.7589238,0.00001911466,0.07363515,0.1641238],"study_design_scores_gemma":[0.0003661822,0.00001959511,4.67919e-7,0.009140691,0.0001513697,0.00002789247,0.000003383382,2.608743e-8,0.04832128,8.612179e-7,0.9410294,0.0009387942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001387113,0.9932471,0.00002199084,0.0001204549,0.001944635,0.0006764969,0.001192283,0.00005442953,0.00135552],"genre_scores_gemma":[0.00008548549,0.9790027,0.001249394,0.0002988442,0.001924168,0.0000026974,0.001342242,0.0001987079,0.01589574],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8673943,"threshold_uncertainty_score":0.9995102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136458456861236,"score_gpt":0.25454292099655,"score_spread":0.2431783364279377,"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."}}