{"id":"W4400738230","doi":"10.1021/acsomega.4c02235","title":"Synergistic Polymer Coatings with Antibacterial and Antiviral Properties for Healthcare Applications","year":2024,"lang":"en","type":"article","venue":"ACS Omega","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada; Commonwealth Scientific and Industrial Research Organisation","keywords":"Polymer; Materials science; Nanotechnology; Chemistry; Composite material","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":[0.000247727,0.0005941421,0.0002026242,0.0002758924,0.0001310136,0.0002903565,0.000225838,0.0004994858,0.001644939],"category_scores_gemma":[0.0002273243,0.0002584335,0.0003018446,0.0001919806,0.0001361531,0.0002782384,0.0002792751,0.0003383573,0.0005023815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002112554,"about_ca_system_score_gemma":0.0001673868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002665213,"about_ca_topic_score_gemma":0.0006811377,"domain_scores_codex":[0.9998141,0.00003059414,0.00001177214,0.00003298464,0.00007538704,0.00003509563],"domain_scores_gemma":[0.9999025,0.00002475187,0.00002534512,0.000008264794,0.00002479905,0.00001427022],"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":[0.00001542722,0.000005672001,0.00002654625,0.00003675645,0.000003375163,0.00001136038,0.000002135053,0.0000468707,0.998086,0.0000184597,0.00002329487,0.001724122],"study_design_scores_gemma":[0.000006399806,0.0001874438,0.0006923101,0.000006258683,0.00001643449,0.0001088357,0.000006324679,0.0006130832,0.9964928,0.00001680438,0.001848863,0.000004515283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236748,0.02158939,0.04313846,0.0004775316,0.0001884984,0.000211447,0.0003152622,0.00045297,0.009951693],"genre_scores_gemma":[0.9561362,0.0051204,0.03407507,0.0001817006,0.0000441761,0.00009546417,0.0001785183,0.00004694895,0.004121475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001644939,"threshold_uncertainty_score":0.00550288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01654655493341398,"score_gpt":0.2486212761512983,"score_spread":0.2320747212178843,"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."}}