{"id":"W4282947033","doi":"10.3390/biomedicines10050979","title":"Long-Term Reduction of Bacterial Adhesion on Polyurethane by an Ultra-Thin Surface Modifier","year":2022,"lang":"en","type":"article","venue":"Biomedicines","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Sterilization (economics); Coating; Polyurethane; Fouling; Urinary system; Staphylococcus aureus; Biofouling; Medicine; Surgery; Antibiotics; Catheter; Microbiology; Biomedical engineering; Chemistry; Bacteria; Materials science; Internal medicine; Nanotechnology; Biology; Organic chemistry; Biochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000361924,0.0001717318,0.0002834511,0.0002796614,0.0001392112,0.000007217076,0.0001108243,0.00006178803,0.001399126],"category_scores_gemma":[0.00002920043,0.0001510805,0.00006701791,0.0004393968,0.000120291,0.0001063498,0.00003008566,0.000200947,0.00001486586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534904,"about_ca_system_score_gemma":0.00004591739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001617567,"about_ca_topic_score_gemma":0.000001619222,"domain_scores_codex":[0.9984711,0.0001179983,0.000337131,0.0003248193,0.0005444785,0.0002044731],"domain_scores_gemma":[0.9991789,0.00003227146,0.0001637579,0.0004379844,0.00005907349,0.0001280397],"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":[0.001509547,0.003860997,0.004471333,0.0001308766,0.00009283425,0.00004336531,0.0004185395,0.00006044978,0.969876,0.00003312427,0.01619422,0.003308718],"study_design_scores_gemma":[0.0122056,0.06553824,0.1431882,0.0004440316,0.0009493257,0.001285109,0.002156716,0.0002721815,0.7180879,0.00007353706,0.05491284,0.000886435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943464,0.0002118783,0.00005239274,0.001644221,0.00196368,0.0005170845,0.00004571663,0.0001087798,0.001109832],"genre_scores_gemma":[0.995338,0.00006586687,0.00008225164,0.0001515501,0.0004785222,0.00002625288,0.0006972697,0.00003056028,0.003129724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2517882,"threshold_uncertainty_score":0.9995137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421775997885584,"score_gpt":0.2904938670694264,"score_spread":0.2662761070905705,"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."}}