{"id":"W2144461329","doi":"10.1111/j.1348-0421.2005.tb03649.x","title":"Molecular Subtyping for <i>Escherichia coli</i> O157:H7 Isolated in Taiwan","year":2005,"lang":"en","type":"article","venue":"Microbiology and Immunology","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Taiwan University; National Pingtung University of Science and Technology","keywords":"Subtyping; Biology; Escherichia coli; Escherichia coli Proteins; Microbiology; Computational biology; Genetics; Gene; Programming language; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002554997,0.0002133088,0.000293729,0.00008692704,0.0001281892,0.00001115647,0.0002129715,0.0004083006,0.00001190032],"category_scores_gemma":[0.0001416682,0.0002115419,0.00007000307,0.00011967,0.0003918052,0.000005892752,0.0002499145,0.0002365929,0.000009410259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000260276,"about_ca_system_score_gemma":0.00007644128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001385668,"about_ca_topic_score_gemma":0.0001962233,"domain_scores_codex":[0.9985045,0.0001699379,0.0002667335,0.0004704315,0.00001805211,0.0005703483],"domain_scores_gemma":[0.9995311,0.0000299535,0.00006809606,0.0002474115,0.00008478147,0.00003863695],"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":[0.0004637296,0.00007021686,0.001640923,0.00001482975,0.0001540814,0.000003377441,0.00008760503,0.00001705114,0.9952357,0.0003080691,0.0005989911,0.001405398],"study_design_scores_gemma":[0.00375072,0.001526091,0.004109286,0.00002467869,0.00002950583,0.00009602835,0.0002418285,0.000233159,0.6005794,0.0001393825,0.3886922,0.0005777267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831538,0.01301308,0.001136104,0.001823132,0.000108218,0.0004064607,0.00002685002,0.00001833956,0.0003140074],"genre_scores_gemma":[0.9956825,0.0007322913,0.001488498,0.001390561,0.00007510619,0.0001290852,0.0001490423,0.00002559312,0.0003272784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3946564,"threshold_uncertainty_score":0.8626427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006442415592117344,"score_gpt":0.2424252999874745,"score_spread":0.2359828843953572,"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."}}