{"id":"W4400949866","doi":"10.3390/ma17153648","title":"Rapid, Selective, and Ultra-Sensitive Field Effect Transistor-Based Detection of Escherichia coli","year":2024,"lang":"en","type":"article","venue":"Materials","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Keysight Technologies; CMC Microsystems","keywords":"Escherichia coli; Optoelectronics; Materials science; Field-effect transistor; Transistor; Chemistry; Electrical engineering; Engineering; Gene; Biochemistry; Voltage","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":[0.0001270085,0.00009751911,0.0001769509,0.00005910031,0.00002205633,0.00003661969,0.00001559272,0.00009324466,0.00004301539],"category_scores_gemma":[0.00002204186,0.00008526169,0.00003859111,0.0001208852,0.00002074085,0.00003878368,0.000001554952,0.00006193635,0.000007599133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002442831,"about_ca_system_score_gemma":0.000004033027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000372567,"about_ca_topic_score_gemma":0.000007134522,"domain_scores_codex":[0.9995519,0.00004915076,0.0001325211,0.0001144102,0.00005443448,0.00009760223],"domain_scores_gemma":[0.9997736,0.0001231577,0.000009825199,0.00005078597,0.00001498561,0.00002760467],"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":[0.00005356825,0.000003395022,0.000002362737,0.0003928618,0.00003552988,0.00000316387,0.00003894034,0.00006135516,0.9929399,0.0000144238,0.00003318319,0.006421306],"study_design_scores_gemma":[0.0001336063,0.0002328313,0.0005902057,0.00006406224,0.00004552209,0.00000248432,0.000005270413,0.0041785,0.994205,0.00002312947,0.0004292474,0.00009012086],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941568,0.000188806,0.004383932,0.00002527506,0.0005240911,0.0001203909,0.00001936863,0.0001823265,0.0003990244],"genre_scores_gemma":[0.9997785,0.00003118569,0.00005482795,0.00001722376,0.00007532394,0.000008527642,0.000002037859,0.00001745027,0.0000148884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006331185,"threshold_uncertainty_score":0.3476871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00458057382443042,"score_gpt":0.191614665778074,"score_spread":0.1870340919536436,"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."}}