{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002179264,0.0002064421,0.000221545,0.00005350514,0.00009126901,0.00003522756,0.0001564494,0.0001633281,0.000004593072],"category_scores_gemma":[0.00004992451,0.0001557533,0.00005824586,0.0001569396,0.0002025018,0.0000181635,0.00004741954,0.0001389247,0.000001549847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000528978,"about_ca_system_score_gemma":0.00004654224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962267,"about_ca_topic_score_gemma":0.0001150729,"domain_scores_codex":[0.9988831,0.00006701762,0.0003331174,0.0002565912,0.0001514922,0.0003087303],"domain_scores_gemma":[0.9994501,0.00003846658,0.00008949803,0.0002696586,0.00009626277,0.00005602846],"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":[0.00004435558,0.00003760462,0.00203108,0.00005124213,0.0000214611,0.00001139405,0.0005968859,0.0003325779,0.996226,0.0002721057,0.0002393947,0.0001359455],"study_design_scores_gemma":[0.0004855305,0.0002948022,0.01940962,0.00008221402,0.00002053526,0.00001865081,0.0005400605,0.002538814,0.9660282,0.00001370815,0.01020638,0.0003614903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977602,0.001097464,0.0003668091,0.0001868335,0.0001253127,0.0002069759,0.00007323012,0.00001171857,0.0001714578],"genre_scores_gemma":[0.9976986,0.001183088,0.0008747365,0.00004038824,0.0000439362,8.951044e-7,0.00008240983,0.00001087434,0.00006504607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03019776,"threshold_uncertainty_score":0.6351435,"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."}}