{"id":"W4399067083","doi":"10.1016/j.micpath.2024.106722","title":"Nanomaterial in controlling biofilms and virulence of microbial pathogens","year":2024,"lang":"en","type":"article","venue":"Microbial Pathogenesis","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"King Khalid University","keywords":"Biofilm; Nanotechnology; Microbiology; Biology; Bacteria; Materials science","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":[0.0002481415,0.0002098126,0.0002757042,0.0001092346,0.00004871417,0.00006763678,0.0001047768,0.0002266611,0.00001862465],"category_scores_gemma":[0.00002670371,0.0002039814,0.0001091063,0.000140531,0.0001186977,0.00000772065,0.0001165793,0.00005632214,0.000007007547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001287341,"about_ca_system_score_gemma":0.00007514079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007635473,"about_ca_topic_score_gemma":0.00008195708,"domain_scores_codex":[0.9987112,0.00008043909,0.000372673,0.0004772064,0.00005793039,0.0003005968],"domain_scores_gemma":[0.9996331,0.00001395147,0.00006063361,0.0001968681,0.00003840865,0.00005697504],"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":[0.0002071402,0.00002904787,0.0004310088,0.00008939343,0.00002630026,0.00002899233,0.00006195016,0.00001032967,0.9948318,0.00002702098,0.00009107238,0.004165973],"study_design_scores_gemma":[0.0005445142,0.0001209096,0.001278859,0.0001170862,0.00002858397,0.00007362798,0.00002151237,0.00005427096,0.9927399,0.000004005932,0.004775198,0.0002415168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964454,0.001975752,0.00004561658,0.00005873329,0.0008700091,0.0001825828,0.0003573956,0.00001897902,0.00004553123],"genre_scores_gemma":[0.9979283,0.0003117703,0.001074586,0.00007986055,0.0004244746,0.000004401107,0.00009313961,0.00003566622,0.00004776986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004684126,"threshold_uncertainty_score":0.831812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006377797542823361,"score_gpt":0.2108010058214738,"score_spread":0.2044232082786504,"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."}}