{"id":"W7154614851","doi":"10.33545/26649926.2025.v7.i8c.654","title":"Quorum sensing mechanisms in Pseudomonas aeruginosa biofilm formation on medical devices","year":2025,"lang":"","type":"article","venue":"International Journal of Biology Sciences","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Quorum sensing; Pseudomonas aeruginosa; Homoserine; Gene knockdown; Silicone; Hand sanitizer; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000287585,0.0002495942,0.0002509879,0.0002236653,0.0003023689,0.0004336753,0.0001864354,0.0004476473,0.00051137],"category_scores_gemma":[0.0002980065,0.0001628593,0.0002715421,0.0001571849,0.0002690709,0.0003827386,0.0003049858,0.0003343697,0.0001726226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005872398,"about_ca_system_score_gemma":0.0003376044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00214597,"about_ca_topic_score_gemma":0.00278004,"domain_scores_codex":[0.9996582,0.00006672438,0.0000210634,0.00003165186,0.0001469545,0.00007535919],"domain_scores_gemma":[0.9998573,0.00002602077,0.00005462967,0.000006921598,0.00003734971,0.00001788949],"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":[0.00005716858,0.0000225975,0.001336461,0.00006056274,0.000002465627,0.00004924331,0.00007017091,0.0000893964,0.9962786,0.00006095648,0.00003340891,0.001938964],"study_design_scores_gemma":[0.00002315769,0.001314289,0.09952937,0.00006299899,0.00002736359,0.0003507982,0.0008851868,0.003561762,0.891329,0.000364976,0.002506321,0.0000447586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949372,0.0028924,0.001149983,0.0002093513,0.00001180656,0.00002359894,0.0000964935,0.00001754333,0.0006615427],"genre_scores_gemma":[0.9963406,0.001402547,0.001191241,0.00008141989,0.000007966692,0.0000257906,0.00008950766,0.000003274107,0.0008576521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00214597,"threshold_uncertainty_score":0.004266918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304108722933069,"score_gpt":0.3036503139717334,"score_spread":0.2906092267424027,"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."}}