{"id":"W4392939521","doi":"10.1021/acsabm.4c00038","title":"Ultrasensitive Nanofiber Biosensor: Rapid <i>In Situ</i> Chromatic Detection of Bacteria for Healthcare Innovation","year":2024,"lang":"en","type":"article","venue":"ACS Applied Bio Materials","topic":"Antimicrobial Peptides and Activities","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Mitacs; Government of Canada","keywords":"Nanofiber; Biosensor; In situ; Bacteria; Microbiology; Lipase; Nanotechnology; Chemistry; Materials science; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003098513,0.0001754566,0.0003754343,0.0002198956,0.00007053476,0.00003892012,0.00006270329,0.0002479601,0.00006794638],"category_scores_gemma":[0.00001624521,0.0001548185,0.00003766479,0.00025421,0.0001195419,0.00008162508,0.00002667925,0.00006870886,0.00007832979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004380649,"about_ca_system_score_gemma":0.00004098694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008324232,"about_ca_topic_score_gemma":0.00002217709,"domain_scores_codex":[0.998881,0.00006422821,0.0005017053,0.0002749576,0.00002266424,0.0002554017],"domain_scores_gemma":[0.9995341,0.0001115833,0.0001535913,0.0001338963,0.00006001617,0.000006787651],"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":[0.0002744955,0.00003490982,0.000001405171,0.0004870107,0.00006679096,0.000001269249,0.0002869512,2.122277e-7,0.9901016,0.004027056,0.0003451054,0.00437323],"study_design_scores_gemma":[0.0004564387,0.000117645,0.0004304639,0.000153812,0.00002526314,0.00002168751,0.0002278431,1.267377e-7,0.996434,0.0004074333,0.001564773,0.0001605114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997182,0.0001684628,0.0001079787,0.0001774016,0.001053018,0.0006676366,0.0004401393,0.00007829344,0.0001250716],"genre_scores_gemma":[0.9987985,0.00006819939,0.0001432875,0.0001513812,0.00008603364,0.00006133297,0.0005453694,0.00002698504,0.0001188456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006332439,"threshold_uncertainty_score":0.6313316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01277312780447447,"score_gpt":0.2365307469709506,"score_spread":0.2237576191664762,"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."}}