{"id":"W4378173338","doi":"10.1007/s10047-023-01403-1","title":"Diamond-like carbon coating to inner surface of polyurethane tube reduces Staphylococcus aureus bacterial adhesion and biofilm formation","year":2023,"lang":"en","type":"article","venue":"Journal of Artificial Organs","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Japan Society for the Promotion of Science; Okayama University","keywords":"Polyurethane; Materials science; Coating; Zeta potential; Composite material; Biofilm; Adhesion; Scanning electron microscope; Thermoplastic polyurethane; Diamond-like carbon; Chemical engineering; Nanotechnology; Thin film; Nanoparticle; Elastomer; Bacteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007686171,0.0002680186,0.0001723459,0.0002580389,0.0000868587,0.0001748113,0.0001504255,0.0003573608,0.0007351057],"category_scores_gemma":[0.0002997743,0.0001391822,0.0001901415,0.00008160488,0.0001362971,0.0001323928,0.000134799,0.0002727052,0.0001175176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009929447,"about_ca_system_score_gemma":0.0001146424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005532056,"about_ca_topic_score_gemma":0.0007736156,"domain_scores_codex":[0.99986,0.00001496589,0.00000951227,0.00002869973,0.00006083456,0.0000259612],"domain_scores_gemma":[0.9997714,0.00004790075,0.00006139226,0.00001524023,0.00005765669,0.0000464011],"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":[0.0000340235,0.00002207561,0.000163751,0.00003821521,0.000002906715,0.00001932771,0.000006840172,0.00003244038,0.9978858,0.000007105684,0.00001809713,0.001769579],"study_design_scores_gemma":[0.000005675653,0.0004325257,0.008280846,0.000008459569,0.00001481917,0.0001185552,0.00002025699,0.000788218,0.9894832,0.000009621155,0.0008316821,0.000006085279],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948099,0.001812723,0.002308368,0.00004008698,0.00002365978,0.000019069,0.00004313801,0.00006848523,0.0008744608],"genre_scores_gemma":[0.9938428,0.0005709753,0.004390494,0.00005710833,0.00000890487,0.00001664649,0.00008646256,0.0000179087,0.0010087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007351057,"threshold_uncertainty_score":0.002459168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241116621296576,"score_gpt":0.274675415063273,"score_spread":0.2522642488503072,"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."}}