{"id":"W3193643418","doi":"10.3389/fnagi.2021.706765","title":"Identification of Gut Microbiome Signatures in Patients With Post-stroke Cognitive Impairment and Affective Disorder","year":2021,"lang":"en","type":"article","venue":"Frontiers in Aging Neuroscience","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shantou University Medical College; Shantou University","keywords":"Bacteroides; Shigella; Enterococcus; Dementia; Cognitive decline; Medicine; Microbiome; Cognition; Internal medicine; Escherichia coli; Biology; Gastroenterology; Microbiology; Psychiatry; Bioinformatics; Bacteria","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":[0.0001423771,0.0002534015,0.0003878791,0.0005652458,0.0004003274,0.0004754979,0.00009097001,0.0003160022,0.001073716],"category_scores_gemma":[0.0007143213,0.0001146003,0.0002176639,0.0005023604,0.0001338309,0.0002361786,0.0004455872,0.0002871321,0.0001788502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016928,"about_ca_system_score_gemma":0.0001760987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002710855,"about_ca_topic_score_gemma":0.004528513,"domain_scores_codex":[0.9998852,0.00002462059,0.0000148606,0.00003035077,0.00001316692,0.00003185771],"domain_scores_gemma":[0.9998448,0.00001891791,0.00005995427,0.000007731664,0.00002893619,0.00003959026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009730941,0.00009680606,0.9763832,0.00007737295,0.0001030031,0.0003904163,0.000367494,0.00006638153,0.005213098,0.00004567974,0.0004487479,0.0158347],"study_design_scores_gemma":[0.000006544835,0.00010648,0.9983859,0.00001871417,0.00003615303,0.0004268227,0.0003043124,0.0001642101,0.0001707619,0.00008465354,0.0002906229,0.000004789455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998248,0.0008931913,0.0001112613,0.00006263064,0.000009727173,0.000007712974,0.0002713646,0.000003611408,0.0003926014],"genre_scores_gemma":[0.9989073,0.0003504733,0.0001758981,0.00005389841,0.00001140319,0.000008973204,0.0002702065,0.000001754623,0.0002200653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002710855,"threshold_uncertainty_score":0.005390227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002842497612354044,"score_gpt":0.2227682710997527,"score_spread":0.2199257734873986,"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."}}