{"id":"W3084667512","doi":"10.1099/acmi.0.000169","title":"Evaluation of LAMP for detection of Shigella from stool samples in children","year":2020,"lang":"en","type":"article","venue":"Access Microbiology","topic":"Escherichia coli research studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Loop-mediated isothermal amplification; Shigella; Dysentery; Medicine; Microbiological culture; Positive predicative value; Shigellosis; Microbiology; Gastroenterology; Biology; Internal medicine; Salmonella; Bacteria; Predictive value; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003693525,0.00007816825,0.0001760684,0.00003274067,0.00001792311,0.000003752464,0.0002208844,0.0001099906,0.00001266464],"category_scores_gemma":[0.0006868531,0.00007432235,0.0000510382,0.00009262224,0.00008664287,0.000003766858,0.0001744065,0.00004834321,5.550551e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230727,"about_ca_system_score_gemma":0.00008346698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002575799,"about_ca_topic_score_gemma":0.0005092054,"domain_scores_codex":[0.9991893,0.0001807298,0.0002076407,0.0002380035,0.00005584789,0.0001284643],"domain_scores_gemma":[0.9994345,0.00004821173,0.0001142135,0.0001268815,0.0002576626,0.00001858748],"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":[0.0001374647,0.00002803385,0.05209273,0.00001357007,0.0001128249,2.093513e-8,0.00004844108,0.00009170914,0.9437151,0.000003628328,0.0000804019,0.003676044],"study_design_scores_gemma":[0.0009372575,0.0002504716,0.08534522,0.000005391388,0.00003707786,4.559563e-7,0.00003096534,0.0001372866,0.9126148,0.0001074825,0.0004647707,0.0000687723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966026,0.001311741,0.001230012,0.0001024021,0.00003182553,0.0004971139,0.0001960769,0.000002932585,0.00002528722],"genre_scores_gemma":[0.9990837,0.0001350847,0.0002829954,0.0000729007,0.00007651745,0.00006046908,0.000277727,0.000008354361,0.000002256941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03325249,"threshold_uncertainty_score":0.3030778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114004111072561,"score_gpt":0.3455100388405347,"score_spread":0.284369997729809,"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."}}