{"id":"W4398244202","doi":"10.1016/j.bioflm.2024.100203","title":"Oxidative stress responses in biofilms","year":2024,"lang":"en","type":"article","venue":"Biofilm","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oxidative stress; Biofilm; Stress (linguistics); Chemistry; Biology; Bacteria; Biochemistry; Genetics; Philosophy","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":[0.000172638,0.0001615072,0.0001240332,0.0001154238,0.00003846789,0.00008482001,0.0001165666,0.0001838481,0.00006144457],"category_scores_gemma":[0.000060676,0.0001432152,0.0000751475,0.0002020603,0.00007529629,0.000006552222,0.00008566079,0.0001058624,0.00007446983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001692887,"about_ca_system_score_gemma":0.0000905563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006846787,"about_ca_topic_score_gemma":0.00007781334,"domain_scores_codex":[0.9989593,0.00007505573,0.0001880169,0.0004101651,0.00008474175,0.0002827418],"domain_scores_gemma":[0.999621,0.00002155803,0.00002414354,0.00024589,0.0000248147,0.00006259961],"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":[0.000117129,0.00002786861,0.001122957,0.00002156758,0.00002238835,0.00004000576,0.00004875048,0.000001250006,0.9921093,0.0002990973,0.00183817,0.004351526],"study_design_scores_gemma":[0.0001744627,0.0001498936,0.003771945,0.00007577678,0.000006659755,0.00001683083,0.0000850837,0.00003550101,0.9090866,0.00001067838,0.08637942,0.0002071437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994746,0.001975557,0.00001427101,0.000368283,0.0005929311,0.0001235602,0.0001244092,0.000042434,0.00201253],"genre_scores_gemma":[0.9966223,0.000225037,0.0006076448,0.0001553017,0.0003642286,0.00000811612,0.0001565856,0.00002721478,0.00183355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08454125,"threshold_uncertainty_score":0.5840146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453615169939584,"score_gpt":0.265947990178387,"score_spread":0.2514118384789912,"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."}}