{"id":"W4417283871","doi":"10.1038/s44385-025-00057-3","title":"Stepwise antibacterial strategy for orthopedic implants using bacteriophages on electrospun cefiderocol/PCl/Gt nanofibers over PEO-coated Mg3ZnCa","year":2025,"lang":"en","type":"article","venue":"npj Biomedical Innovations.","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universität Berlin; Deutscher Akademischer Austauschdienst; Iran University of Science and Technology; University of Windsor; Northwestern University","keywords":"Nanofiber; Antibacterial activity; Sterilization (economics); Antibiotics; Electrospinning; Magnesium; Corrosion","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":[0.0001331703,0.0004341297,0.0001731253,0.0002059353,0.0001181302,0.0002409087,0.0001646746,0.0003178935,0.0003647215],"category_scores_gemma":[0.0001805664,0.000171407,0.0001839525,0.00008904203,0.0001519088,0.0002230984,0.0001725303,0.0001749985,0.0001886267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793261,"about_ca_system_score_gemma":0.0001513629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003818896,"about_ca_topic_score_gemma":0.001126728,"domain_scores_codex":[0.9999018,0.00001322263,0.000009533191,0.00002489811,0.00003116939,0.00001945409],"domain_scores_gemma":[0.9998968,0.00001918493,0.00004413003,0.000007805824,0.00001784639,0.00001430876],"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":[0.00001164185,0.000005113183,0.00004270443,0.0000153831,7.740519e-7,0.00001085726,0.000005104613,0.00002556755,0.9991819,0.00000698335,0.000003962698,0.0006899254],"study_design_scores_gemma":[0.00000357984,0.0001165599,0.0007265316,0.000004059191,0.000004469405,0.00004316421,0.000008527149,0.0003452699,0.9983717,0.000003774363,0.0003699452,0.000002382973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929196,0.001199502,0.005163696,0.00003879061,0.00001789121,0.00003415805,0.00002844561,0.00005573386,0.0005422793],"genre_scores_gemma":[0.9870462,0.0008263167,0.01076072,0.0000262169,0.0000112323,0.00003511235,0.00003666389,0.00001721702,0.001240334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004341297,"threshold_uncertainty_score":0.00130105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872292017168582,"score_gpt":0.3152536615993907,"score_spread":0.2865307414277049,"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."}}