{"id":"W2057094449","doi":"10.1115/sbc2008-193044","title":"Rough Substratum Surface Facilitates Methicillin-Resistant Staphylococcus aureus Biofilm Formation in the Presence of Antibiotics","year":2008,"lang":"en","type":"article","venue":"ASME 2008 Summer Bioengineering Conference, Parts A and B","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Staphylococcus aureus; Antibiotics; Microbiology; Colonization; Methicillin-resistant Staphylococcus aureus; Bacteria; Biology","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":[0.0001936012,0.0004273409,0.0003984962,0.0002419951,0.0002139216,0.0003961148,0.0001730989,0.0003947678,0.001740223],"category_scores_gemma":[0.0004454175,0.000250036,0.0003876529,0.00009839132,0.0002319987,0.0002840867,0.0006062589,0.0007498786,0.0005121586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001418967,"about_ca_system_score_gemma":0.0001636458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007977985,"about_ca_topic_score_gemma":0.001148841,"domain_scores_codex":[0.9996256,0.00007744961,0.00002108699,0.00003756267,0.0001621358,0.00007609864],"domain_scores_gemma":[0.9996797,0.00009798243,0.00007068766,0.00004374984,0.00004931265,0.00005854471],"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":[0.00003813299,0.00002921386,0.00007125043,0.0000227118,0.000002027408,0.00002078081,0.00002233241,0.0000146752,0.9991907,0.00003236511,0.00005200786,0.0005037694],"study_design_scores_gemma":[0.00001564374,0.001121998,0.01377691,0.00002517317,0.00001513289,0.0002346869,0.0001270649,0.001111215,0.9818237,0.00007444649,0.001661981,0.00001194636],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935649,0.002248566,0.002002221,0.0001917419,0.0001014482,0.00002035634,0.00009073562,0.00003553804,0.001744397],"genre_scores_gemma":[0.9944311,0.0008072751,0.002378475,0.00008500093,0.00002720314,0.00002166326,0.000171824,0.00001603758,0.002061558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001740223,"threshold_uncertainty_score":0.005821586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022303812419982,"score_gpt":0.242086970390551,"score_spread":0.2118639322663512,"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."}}