{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002585843,0.0001069725,0.0001076425,0.00002248004,0.0001816902,0.0001269117,0.00008044566,0.00004973651,0.00001153514],"category_scores_gemma":[0.000003984841,0.00007932141,0.00002278283,0.00008658427,0.00009859371,0.00007914523,0.0000314254,0.00006887243,0.00001433177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001370498,"about_ca_system_score_gemma":0.00005036976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007758228,"about_ca_topic_score_gemma":0.0000120867,"domain_scores_codex":[0.9993999,0.000002804573,0.0001253993,0.0002527354,0.00005582473,0.000163352],"domain_scores_gemma":[0.9997171,0.0000288283,0.00003124198,0.0001435603,0.0000374933,0.00004175464],"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":[0.00002739538,0.00003153646,0.0001666787,0.0006465155,0.00002686975,0.000001139835,0.0001726037,2.139722e-7,0.9765803,0.00629942,0.0006882784,0.01535901],"study_design_scores_gemma":[0.0004085245,0.0000540925,0.00009694124,0.000320594,0.00009640113,0.00001526375,0.0002245735,0.000157513,0.8764576,0.0003062115,0.121498,0.0003643701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928491,0.000714155,0.002607983,0.002158096,0.00003473809,0.0003060819,0.0004220865,0.000169232,0.0007386035],"genre_scores_gemma":[0.9962311,0.00004548464,0.0003543393,0.0001199754,0.0002760216,0.0002832055,0.0001080818,0.000028586,0.00255319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1208097,"threshold_uncertainty_score":0.3234633,"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."}}