{"id":"W1507086206","doi":"10.1046/j.1525-139x.2002.00084.x","title":"Biofilms and Infection in Dialysis Patients","year":2002,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Biofilm; Peritoneal dialysis; Bacteremia; Hemodialysis; Peritonitis; Intensive care medicine; Dialysis; Microbiology; Internal medicine; Bacteria; Antibiotics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000227824,0.0004218625,0.001157538,0.0004957286,0.00004635064,0.00005235629,0.000129858,0.0007359976,0.00003229492],"category_scores_gemma":[0.0001872119,0.0003931131,0.0003688778,0.0007051054,0.000075359,0.000006969517,0.0001960198,0.0002364815,0.00001439318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007248697,"about_ca_system_score_gemma":0.00003550165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003213841,"about_ca_topic_score_gemma":0.0009088265,"domain_scores_codex":[0.9979144,0.0002378727,0.0006526529,0.0007098813,0.0001269455,0.0003582832],"domain_scores_gemma":[0.9991465,0.00003492249,0.0002772264,0.0004287616,0.00003476753,0.00007784581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009473342,0.0001197477,0.01005255,0.000702973,0.0001103242,0.000006885443,0.00003583105,0.000001274443,0.000667857,0.000001271769,0.0002463722,0.9880455],"study_design_scores_gemma":[0.0005516807,0.0001608098,0.001299143,0.003415318,0.0007172613,0.000008384978,0.000008447183,0.00000835116,0.0005003857,0.000004459582,0.9924956,0.0008301772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1781129,0.820924,7.025064e-7,0.000006911017,0.0002640686,0.000305172,0.00004181404,0.000007728365,0.0003366979],"genre_scores_gemma":[0.004694102,0.993876,0.0001031772,0.00002171127,0.0002057536,0.00004050735,0.0008368095,0.00004866275,0.0001732965],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9922492,"threshold_uncertainty_score":0.9998521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01414587274692804,"score_gpt":0.2633351360623631,"score_spread":0.249189263315435,"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."}}