{"id":"W4408633223","doi":"10.3390/ma18061352","title":"Antibacterial Coating Based on Functionalized MoS2 Quantum Dots","year":2025,"lang":"en","type":"article","venue":"Materials","topic":"MXene and MAX Phase Materials","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Quantum dot; Coating; Antibacterial activity; Hydrothermal circulation; Biofouling; Materials science; Nanotechnology; Surface modification; Hydrothermal synthesis; Staphylococcus aureus; Chemical engineering; Chemistry; Bacteria; Membrane","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001307953,0.0003511457,0.0006342432,0.0002128424,0.0003098766,0.0005787775,0.0003652034,0.000169577,0.02732977],"category_scores_gemma":[0.0002932134,0.0003028105,0.00008743237,0.000203597,0.00009755407,0.0001955826,0.000134388,0.00005534437,0.001188503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008445438,"about_ca_system_score_gemma":0.0001744646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584787,"about_ca_topic_score_gemma":0.000003327063,"domain_scores_codex":[0.9973037,0.0004086962,0.000776595,0.0006120159,0.0003699163,0.0005291263],"domain_scores_gemma":[0.9987406,0.0001817936,0.0002636149,0.0006062793,0.0001172949,0.00009048571],"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":[0.0009033699,0.0001263159,0.00002898605,0.0001282465,0.00001108573,0.00001203944,0.0000215766,0.00006362236,0.9826386,0.0111276,0.004772761,0.0001658218],"study_design_scores_gemma":[0.001731916,0.000119612,0.000589888,0.0001760584,0.00003752059,0.000002349386,0.00001484717,0.00007184857,0.9599069,0.001601091,0.0354498,0.0002981873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796338,0.00001891964,0.000989321,0.0004963441,0.009930024,0.000501564,0.0003807444,0.0003537066,0.007695575],"genre_scores_gemma":[0.9945096,0.000004634132,0.0007693305,0.002116827,0.000642898,0.0001265199,0.0001717567,0.00003748427,0.00162089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03067703,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188700362051232,"score_gpt":0.2792489433808018,"score_spread":0.2603789071756786,"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."}}