{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003452379,0.0004328817,0.0003354712,0.000339144,0.0001576103,0.0002639719,0.0006340678,0.001156166,0.0005140991],"category_scores_gemma":[0.0004575409,0.0002410243,0.0002352762,0.000204266,0.0002786461,0.0004991464,0.0003319546,0.000511784,0.0003680282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001905675,"about_ca_system_score_gemma":0.0001123051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003292274,"about_ca_topic_score_gemma":0.0007277421,"domain_scores_codex":[0.9996589,0.00006309208,0.00002562473,0.00008999764,0.0001199587,0.00004234687],"domain_scores_gemma":[0.9997913,0.0001089584,0.00003085134,0.00001597298,0.00003598853,0.0000168829],"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":[0.00001666906,0.00001012417,0.0000891426,0.00002733356,0.000002372457,0.0000261532,0.000009492253,0.00003109649,0.9987139,0.00002802542,0.00003590829,0.001009835],"study_design_scores_gemma":[0.000005546221,0.0001505924,0.001248339,0.00000572765,0.000007020702,0.0002169036,0.00001803876,0.00177047,0.9957314,0.00003094892,0.0008046228,0.0000103702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910936,0.005739992,0.09701566,0.0005286179,0.0003073422,0.0001477784,0.0006958127,0.0009602156,0.00351103],"genre_scores_gemma":[0.9375052,0.002677013,0.0553335,0.0003387727,0.0000791124,0.0001265442,0.0003726226,0.0000327481,0.003534487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001156166,"threshold_uncertainty_score":0.001825869,"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."}}