{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000149015,0.0002471313,0.0001132483,0.0001294364,0.0001141497,0.0001414073,0.0002277165,0.000276917,0.0005558727],"category_scores_gemma":[0.0002255174,0.00009648863,0.0002173458,0.00008568966,0.00009874078,0.0001652262,0.0001597272,0.0002883573,0.0001870759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008479616,"about_ca_system_score_gemma":0.00008060411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003551467,"about_ca_topic_score_gemma":0.0005253652,"domain_scores_codex":[0.9998686,0.00001768107,0.000009164031,0.0000229735,0.00005369282,0.00002783066],"domain_scores_gemma":[0.9998572,0.00002654709,0.00004867647,0.00001759737,0.00002878218,0.00002126031],"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":[0.00002238558,0.00001730276,0.00006598918,0.00001605591,0.000002065375,0.00001436155,0.000006994767,0.00002616458,0.9988647,0.000009510161,0.00001032753,0.0009442257],"study_design_scores_gemma":[0.00000256861,0.0006612141,0.001841937,0.000003587,0.000008681472,0.00004565502,0.00000898297,0.0004174896,0.9961909,0.000003470021,0.000812186,0.00000330899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996878,0.0009293155,0.001516054,0.0000347088,0.0000296536,0.0000148288,0.00002596452,0.00002692257,0.000544539],"genre_scores_gemma":[0.9939083,0.0006073897,0.003494818,0.00004465818,0.00001521151,0.0000188347,0.00008688869,0.00001147691,0.001812427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005558727,"threshold_uncertainty_score":0.001859605,"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."}}