{"id":"W4392928055","doi":"10.32920/25417279","title":"Signalling System Heterogeneity in E. Coli and Shigella","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Biology; Escherichia coli; Gene; Shigella flexneri; Open reading frame; Genetics; Engineering; Peptide sequence","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":[0.00009499286,0.0001562634,0.0001338641,0.0002668766,0.0001081845,0.0003763716,0.0000917213,0.0002076725,0.0006862084],"category_scores_gemma":[0.0002340101,0.0001296371,0.0001271933,0.0001486958,0.0001237906,0.000132138,0.0002046684,0.0002103583,0.0002471577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002667377,"about_ca_system_score_gemma":0.0001139514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008091573,"about_ca_topic_score_gemma":0.0007370032,"domain_scores_codex":[0.9998486,0.00002074978,0.00001341182,0.00003400256,0.00003561888,0.0000474978],"domain_scores_gemma":[0.9999031,0.00001861002,0.00002332211,0.0000112054,0.00001623918,0.0000275238],"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":[0.00007038331,0.000007449647,0.001081162,0.000008670379,0.000002492496,0.00003973336,0.00001209876,0.00003680838,0.998117,0.00009300863,0.0000157069,0.0005155249],"study_design_scores_gemma":[0.00003956665,0.0004902382,0.1533965,0.00001279975,0.00004261037,0.001803463,0.0003862727,0.00284976,0.8350548,0.0005800667,0.005318744,0.00002525539],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988081,0.000195217,0.0004006955,0.00003239159,0.000004197229,0.000003450177,0.00008118857,0.00001554152,0.0004592162],"genre_scores_gemma":[0.9983954,0.00011337,0.0004550641,0.00003403539,0.000002420139,0.000007471087,0.0004779291,0.000006215417,0.0005080869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008091573,"threshold_uncertainty_score":0.002295554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423155252521507,"score_gpt":0.262754996262645,"score_spread":0.24852344373743,"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."}}