{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004596708,0.0002470123,0.0002821309,0.001209317,0.0002124935,0.0004465545,0.0002793936,0.0004295848,0.0002229474],"category_scores_gemma":[0.0009738991,0.0001249306,0.0003198162,0.0009878742,0.0001845136,0.0002313191,0.0003407862,0.0003162189,0.0001471527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002195161,"about_ca_system_score_gemma":0.0002790127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003874743,"about_ca_topic_score_gemma":0.003370445,"domain_scores_codex":[0.9996256,0.00006029067,0.00009474358,0.00007684689,0.00007626341,0.00006631968],"domain_scores_gemma":[0.9993948,0.0000972662,0.0001640753,0.00005017734,0.0002082951,0.00008544305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002013508,0.0001488196,0.291128,0.0001785011,0.00006446806,0.001595065,0.0008742521,0.0003095654,0.6901603,0.00003781492,0.0002051777,0.01509667],"study_design_scores_gemma":[0.00003180867,0.001884689,0.841149,0.00009637456,0.0002440993,0.004270039,0.004090189,0.001592607,0.1429352,0.00008814593,0.003583137,0.00003449073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998552,0.0001915356,0.0007121245,0.00005463509,0.000007977105,0.00003212723,0.0001499027,0.000006854786,0.0002926804],"genre_scores_gemma":[0.9951976,0.0004605381,0.002691689,0.00007665379,0.00001153722,0.00004018814,0.00125259,0.000009115151,0.0002600542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003874743,"threshold_uncertainty_score":0.007704377,"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."}}