{"id":"W4410586253","doi":"10.1021/acsabm.5c00474","title":"Combating Fuel Biocontamination: Tailored Antimicrobial Peptides and an Innovative Delivery Strategy","year":2025,"lang":"en","type":"article","venue":"ACS Applied Bio Materials","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Antimicrobial; Antimicrobial peptides; Business; Nanotechnology; Microbiology; Materials science; Biology","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":[0.0001531626,0.0003701011,0.000162451,0.0001545095,0.00008341646,0.0002739593,0.0001998345,0.0003988312,0.0003423733],"category_scores_gemma":[0.0001147685,0.0001040386,0.000140418,0.00008944396,0.0001701519,0.0002846295,0.000188302,0.0004416369,0.0001672088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505183,"about_ca_system_score_gemma":0.0001486294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001061696,"about_ca_topic_score_gemma":0.0001869254,"domain_scores_codex":[0.9999243,0.00001188113,0.00000556563,0.00001829546,0.00002122841,0.00001868926],"domain_scores_gemma":[0.9999459,0.000007387118,0.0000200149,0.00000375275,0.000008849895,0.0000140903],"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":[0.00003055884,0.000023027,0.00005487246,0.00004486395,0.000002406113,0.00005347503,0.000009737737,0.0001699511,0.9946494,0.0001128561,0.00002825099,0.004820644],"study_design_scores_gemma":[0.00001474335,0.000519918,0.0004178862,0.000008446588,0.000008403154,0.0002799771,0.00001844416,0.001105721,0.994753,0.00005114819,0.002815632,0.00000671575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607202,0.004437157,0.03192363,0.0002534967,0.00007330188,0.0001816348,0.0001375963,0.0001041643,0.002168869],"genre_scores_gemma":[0.9557385,0.002869632,0.03892581,0.0002338329,0.00002743092,0.0001345415,0.0001367065,0.00001507233,0.001918444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0003988312,"threshold_uncertainty_score":0.001145363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01191638286734684,"score_gpt":0.2440616610968256,"score_spread":0.2321452782294788,"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."}}