{"id":"W4210764764","doi":"10.1063/5.0076737","title":"Critical shear stresses of <i>Pseudomonas aeruginosa</i> biofilms from dental unit waterlines studied using microfluidics and additional magnesium ions","year":2022,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval","keywords":"Sloughing; Biofilm; Shear stress; Shear (geology); Materials science; Critical resolved shear stress; Strain (injury); Composite material; Microbiology; Chemistry; Shear rate; Rheology; Bacteria; Geology; Medicine; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.00005743714,0.0001516116,0.0002218411,0.00002704133,0.0001717074,0.00001469562,0.0001151009,0.00005792613,0.0001436994],"category_scores_gemma":[0.0000318857,0.0001576292,0.00008723295,0.00009060648,0.0002800956,0.00001004121,0.0003370582,0.00008303547,5.932013e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007303776,"about_ca_system_score_gemma":0.00006722556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001652072,"about_ca_topic_score_gemma":0.000003717872,"domain_scores_codex":[0.9990632,0.00006683412,0.0002534649,0.0002632569,0.0001688689,0.0001843987],"domain_scores_gemma":[0.999501,0.00005460318,0.00006570759,0.0001905695,0.0001324311,0.00005572488],"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":[0.0001000265,0.0001868159,0.001301121,0.00003260241,0.00005416009,0.000002757489,0.00004877006,0.00001627403,0.9968526,0.0003206914,0.0007161685,0.0003679578],"study_design_scores_gemma":[0.0004129881,0.000251604,0.0009938041,0.00001753096,0.00007495721,0.00001140239,0.0003325361,0.00009966167,0.9957089,0.0001591686,0.001756761,0.0001806982],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99198,0.0009272146,0.0001087182,0.00008003034,0.0002154477,0.00007867276,0.006566361,0.000006123854,0.00003749797],"genre_scores_gemma":[0.9944974,0.0000798007,0.003175149,0.00007397728,0.0003266328,0.000005306191,0.001809469,0.00002055126,0.00001167056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004756892,"threshold_uncertainty_score":0.6427932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911675518013009,"score_gpt":0.2589342258999986,"score_spread":0.2398174707198686,"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."}}