{"id":"W3155814765","doi":"10.1016/j.isci.2021.102443","title":"Mimicking biofilm formation and development: Recent progress in in vitro and in vivo biofilm models","year":2021,"lang":"en","type":"review","venue":"iScience","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":296,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital Maisonneuve-Rosemont; University of Ottawa","funders":"","keywords":"Biofilm; In vivo; In vitro; Microbiology; Biology; Chemistry; Biotechnology; Bacteria; Biochemistry","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":[0.001229856,0.001522519,0.002155345,0.002103527,0.0002387346,0.001404803,0.001314964,0.001657531,0.001752961],"category_scores_gemma":[0.0009290201,0.0005587027,0.0007567414,0.001867636,0.0006693677,0.001402583,0.001023143,0.002386369,0.001481128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008272683,"about_ca_system_score_gemma":0.0009512329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001192829,"about_ca_topic_score_gemma":0.00163553,"domain_scores_codex":[0.9996305,0.00006536333,0.00003548463,0.00006369987,0.0001671026,0.00003787512],"domain_scores_gemma":[0.999419,0.0002827786,0.00007031735,0.00002418063,0.000139804,0.0000640529],"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":[0.0001445089,0.0001515801,0.0002204489,0.02466567,0.0001324968,0.0002470498,0.00006980733,0.0007789233,0.01970993,0.006782021,0.02095907,0.9261385],"study_design_scores_gemma":[0.00003646198,0.0003529555,0.001203719,0.003006125,0.000254211,0.001530318,0.00007214332,0.0004481285,0.009708855,0.003470031,0.9798522,0.00006476562],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001218503,0.9986468,0.0004840471,0.0001249827,0.0001339181,0.000005054443,0.00001482426,0.000007911875,0.0004607665],"genre_scores_gemma":[0.0007369362,0.9982217,0.0005015286,0.00008110223,0.00008008331,0.00001041316,0.00003360422,0.000002431936,0.0003321803],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002155345,"threshold_uncertainty_score":0.006504178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03908192572414132,"score_gpt":0.291352304936748,"score_spread":0.2522703792126067,"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."}}