{"id":"W3001096642","doi":"10.21954/ou.ro.000109dd","title":"Molecular Approaches in the Diagnosis of Diarrhoeal Disease in Children from Rural Gambia","year":2019,"lang":"en","type":"dissertation","venue":"Open Research Online (The Open University)","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enteroaggregative Escherichia coli; Case fatality rate; Diarrhea; Outbreak; Antibiotic resistance; Tanzania; Medicine; Biology; Geography; Virology; Microbiology; Environmental health; Population; Antibiotics; Enterobacteriaceae; Escherichia coli; Internal medicine","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":[0.001190996,0.0005378364,0.0003496834,0.003338844,0.0007299999,0.001061109,0.0005390623,0.0005195027,0.0006302948],"category_scores_gemma":[0.001698541,0.0004990127,0.0001971436,0.001780884,0.0005612752,0.0003342193,0.0009463374,0.000619257,0.0002752778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006421587,"about_ca_system_score_gemma":0.000852697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0271046,"about_ca_topic_score_gemma":0.04262922,"domain_scores_codex":[0.9993352,0.0003143158,0.00005944157,0.00006754749,0.00009188159,0.0001316133],"domain_scores_gemma":[0.9996663,0.00007537432,0.00008549856,0.00001417835,0.00008263311,0.00007606872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002784579,0.0001755996,0.9504527,0.0002557288,0.00003585081,0.003267209,0.003422362,0.0001771069,0.01427661,0.0001942439,0.0005198934,0.02694431],"study_design_scores_gemma":[0.00002627552,0.0004239585,0.9704481,0.0004030828,0.00005755606,0.005267695,0.01368608,0.0009063198,0.002734483,0.0001895188,0.005836052,0.00002089458],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907535,0.003071853,0.0008166496,0.0002897852,0.00003112155,0.000246999,0.0003946667,0.00002260488,0.004372841],"genre_scores_gemma":[0.9873648,0.003340863,0.007317259,0.0003456939,0.00001500184,0.0001921137,0.0003878837,0.000007726848,0.00102862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0271046,"threshold_uncertainty_score":0.05389363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06996208152327171,"score_gpt":0.3583044129984698,"score_spread":0.2883423314751981,"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."}}