{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006206884,0.000852799,0.0003996325,0.0005135579,0.0002918391,0.0006335806,0.000739593,0.001372967,0.002330487],"category_scores_gemma":[0.0005049014,0.0002839635,0.0004117533,0.0003282815,0.0004081573,0.001198279,0.0004988679,0.0009289932,0.0009335237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008164533,"about_ca_system_score_gemma":0.0003817394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005700434,"about_ca_topic_score_gemma":0.000680269,"domain_scores_codex":[0.9993657,0.0000876044,0.00003661247,0.0001487265,0.0002902358,0.00007111118],"domain_scores_gemma":[0.999731,0.00006404211,0.00007835453,0.00001610927,0.00007826917,0.00003219999],"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":[0.00002109307,0.00001772967,0.00004617632,0.0001038187,0.000002724022,0.00003615534,0.00001906887,0.0000920194,0.9942623,0.0003592426,0.0003139504,0.004725728],"study_design_scores_gemma":[0.000006292759,0.0001221523,0.0003067267,0.00001911478,0.000006108517,0.0001483229,0.00002609239,0.003305469,0.9895669,0.000195686,0.00627515,0.00002200685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4181654,0.04262747,0.498056,0.004218485,0.002186079,0.0005487507,0.001079921,0.005141029,0.02797692],"genre_scores_gemma":[0.7030475,0.01913983,0.2519763,0.00187843,0.0005244835,0.0004980474,0.00069782,0.0002725262,0.02196523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002330487,"threshold_uncertainty_score":0.007796228,"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."}}