{"id":"W2134018137","doi":"10.1177/089686080102103s37","title":"Biofilms in Peritoneal Dialysis","year":2001,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Peritoneal dialysis; Biofilm; Medicine; Peritonitis; Microbiology; Antibiotics; Catheter; Antibiotic resistance; Bacteria; Bacterial growth; Internal medicine; Surgery; 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":[0.0002218713,0.0002311212,0.000265751,0.0002150578,0.00008887425,0.0001146813,0.0003365168,0.0002073217,0.0005279069],"category_scores_gemma":[0.0001214747,0.0002354346,0.0002543829,0.0002678277,0.0001049457,0.000017437,0.0001763655,0.0001341435,0.00006261002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000057076,"about_ca_system_score_gemma":0.00005331189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004765847,"about_ca_topic_score_gemma":0.0007138803,"domain_scores_codex":[0.9983082,0.00007627349,0.0004208618,0.0005457105,0.000288047,0.0003608515],"domain_scores_gemma":[0.999327,0.00001563853,0.0001067287,0.0003211238,0.0001187603,0.0001107455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002148258,0.0001502502,0.04545731,0.000002812089,0.0001407408,0.00003256161,0.0001067503,0.00009133561,0.9437272,0.0001130911,0.0005497657,0.009413381],"study_design_scores_gemma":[0.002973716,0.0003111591,0.151436,0.00004937248,0.0001344238,0.0002032516,0.0004127408,0.002935453,0.355123,0.00007012111,0.4848969,0.001453782],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902458,0.0001487011,0.00007834272,0.001083723,0.001063818,0.00009578025,0.00004673371,0.00002240962,0.007214726],"genre_scores_gemma":[0.9946066,0.0004288671,0.0009094506,0.0003855058,0.001709573,0.00002253569,0.000697603,0.00002952164,0.001210304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5886042,"threshold_uncertainty_score":0.9600742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007221434963088,"score_gpt":0.2560846862854178,"score_spread":0.2460124719357869,"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."}}