{"id":"W4400008532","doi":"10.20944/preprints202406.1630.v1","title":"Rapid, Selective, and Ultra-Sensitive Electronic Field Effect Detection of <em>Escherichia coli</em>","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Escherichia coli; Field (mathematics); Chemistry; Molecular biology; Biology; Biochemistry; Mathematics; Gene","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":[0.0001790587,0.0003669966,0.0001846319,0.0002463576,0.00009918555,0.0002283675,0.0003734058,0.0006947679,0.0005763782],"category_scores_gemma":[0.0002598493,0.0001435797,0.0001124789,0.0001225889,0.0002857756,0.0004048005,0.0002452051,0.0003348917,0.0003936685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137523,"about_ca_system_score_gemma":0.00008195738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002371744,"about_ca_topic_score_gemma":0.0003888276,"domain_scores_codex":[0.9998391,0.00002497669,0.000007927224,0.00003857936,0.00006762416,0.00002180905],"domain_scores_gemma":[0.9998893,0.00004738906,0.00002061102,0.00000672355,0.00002460755,0.00001148619],"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":[0.00001235909,0.000007377664,0.00007195967,0.00001723514,0.000001016543,0.00002417025,0.000004875473,0.00002756357,0.9983451,0.00002606015,0.00002977142,0.001432336],"study_design_scores_gemma":[0.00000223924,0.00007408855,0.0005139365,0.000001739849,0.000002257569,0.0001294879,0.000007043364,0.0006814216,0.9977944,0.00002222481,0.0007676327,0.000003479623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8929765,0.004069047,0.09843513,0.00041884,0.0001652815,0.00006437304,0.0003338125,0.0005426839,0.002994293],"genre_scores_gemma":[0.9092774,0.002708251,0.08111478,0.0003147391,0.00008051249,0.00006717864,0.0005008415,0.0000533889,0.005882863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006947679,"threshold_uncertainty_score":0.001928151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552119682295242,"score_gpt":0.2676154125698236,"score_spread":0.2520942157468711,"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."}}