{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000384231,0.0002162953,0.0004556931,0.0001989172,0.00004487742,0.00008805265,0.0001191218,0.0002469337,0.000001642193],"category_scores_gemma":[0.00002524766,0.0001934782,0.00002665254,0.0003613486,0.0001059848,0.0000249873,0.0002272041,0.0001349458,4.985359e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005297369,"about_ca_system_score_gemma":0.0002384838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001194119,"about_ca_topic_score_gemma":0.0001501663,"domain_scores_codex":[0.9985653,0.00008561403,0.0004338127,0.0005059793,0.00009511786,0.0003141776],"domain_scores_gemma":[0.9996276,0.00001011228,0.0001362385,0.0001495774,0.00002512048,0.00005136597],"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":[0.00000866845,0.00002247633,0.00005039943,0.0006667738,0.00000276309,0.00001235151,0.000128815,0.000001210164,0.04929479,0.000005448705,0.000005378118,0.9498009],"study_design_scores_gemma":[0.0005387292,0.00004264151,0.0001140757,0.007386522,0.00001544252,0.0001570519,0.0001198463,0.0004849645,0.07604318,0.000007105924,0.9143108,0.0007796674],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06797765,0.9315032,0.0000176395,0.00002760859,0.00009106653,0.0003029988,0.00001103958,0.000003335576,0.00006544433],"genre_scores_gemma":[0.008204254,0.9887652,0.002839604,0.00003322446,0.00002435828,0.00002373989,0.00008482813,0.00001267863,0.00001209521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9490213,"threshold_uncertainty_score":0.7889811,"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."}}