{"id":"W4376649197","doi":"10.1016/j.cej.2023.143546","title":"One step antimicrobial coatings for medical device applications based on low fouling polymers containing selenium nanoparticles","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Australian Research Council; Canada Excellence Research Chairs, Government of Canada; University of Melbourne; Commonwealth Scientific and Industrial Research Organisation","keywords":"Coating; Antimicrobial; Materials science; Nanoparticle; Biocompatibility; Polymer; Nanotechnology; Biofilm; Biofouling; Combinatorial chemistry; Chemistry; Bacteria; Organic chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001547132,0.0005448753,0.0002679456,0.0002045982,0.0001589666,0.0002787478,0.0003388199,0.0006178801,0.0009611007],"category_scores_gemma":[0.0002369245,0.0002800542,0.0003104003,0.00008408524,0.0001743968,0.0002952863,0.0003176632,0.0005802859,0.0003358536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318522,"about_ca_system_score_gemma":0.0001591726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213704,"about_ca_topic_score_gemma":0.0004110687,"domain_scores_codex":[0.9998561,0.00001494754,0.000009346896,0.00002799135,0.00006165052,0.00003005214],"domain_scores_gemma":[0.9998719,0.00003273468,0.00003526212,0.00001390118,0.00003050867,0.00001572508],"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":[0.00002975365,0.00001199399,0.00004114784,0.00005634734,0.000004172715,0.00003620334,0.00001248839,0.00003090956,0.9973706,0.00004405516,0.0000480171,0.002314314],"study_design_scores_gemma":[0.000004776828,0.0001327624,0.0003435771,0.000003683436,0.000007054868,0.00007862745,0.000006604821,0.0003044638,0.9983791,0.00001002743,0.0007259431,0.000003432934],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976868,0.002921961,0.01636037,0.0001648707,0.0001414503,0.0001066858,0.0000919829,0.0002644469,0.003080243],"genre_scores_gemma":[0.9768206,0.001396955,0.01599618,0.000129329,0.00002792766,0.00006009132,0.00009741374,0.0000508083,0.005420721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009611007,"threshold_uncertainty_score":0.003215194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216622681836946,"score_gpt":0.238935277968129,"score_spread":0.2267690511497595,"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."}}