{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001264405,0.0005045843,0.0002345286,0.0001728522,0.0001681279,0.0002503669,0.0002024544,0.0003373945,0.0008165545],"category_scores_gemma":[0.0001921654,0.0002331312,0.0001630059,0.0001303461,0.000155741,0.00018638,0.0001707851,0.0002270014,0.0002781657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154309,"about_ca_system_score_gemma":0.0001269129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007345337,"about_ca_topic_score_gemma":0.001621749,"domain_scores_codex":[0.9998636,0.00001453203,0.000009313776,0.00004166278,0.00004113269,0.0000297218],"domain_scores_gemma":[0.9999107,0.00001866735,0.0000169863,0.00001091789,0.00003003164,0.00001256847],"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":[0.00001368569,0.000002540187,0.00003201894,0.00001324653,0.000001911811,0.00001331521,0.000003032052,0.00002742787,0.9995054,0.00004119928,0.00001544402,0.0003307078],"study_design_scores_gemma":[0.000002250359,0.00002782383,0.0004376317,0.000001548023,0.00000362118,0.00002294364,0.000003185745,0.0005668716,0.9982076,0.000008371122,0.000716062,0.000002163778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818419,0.001278325,0.01312729,0.00009056622,0.00006868848,0.00006223213,0.0002467034,0.000192159,0.003092078],"genre_scores_gemma":[0.9859768,0.0008150102,0.009822891,0.00006162792,0.00001636897,0.0000396412,0.0001589962,0.00002969037,0.00307907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008165545,"threshold_uncertainty_score":0.002731621,"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."}}