{"id":"W4400592536","doi":"10.31083/j.jin2307127","title":"Changes in Gut Microbiota in Patients with Multiple Sclerosis Based on 16s rRNA Gene Sequencing Technology: A Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Journal of Integrative Neuroscience","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"16S ribosomal RNA; Multiple sclerosis; Gene; Gut flora; Ribosomal RNA; Biology; Computational biology; Meta-analysis; Genetics; Medicine; Immunology; Pathology","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":[0.01061574,0.002745823,0.01403724,0.0121382,0.0005548304,0.003005759,0.001925669,0.001613833,0.002322943],"category_scores_gemma":[0.02419213,0.001155257,0.03026683,0.01211625,0.0005263587,0.001493883,0.001484163,0.001101176,0.000242967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001790628,"about_ca_system_score_gemma":0.003509343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00503479,"about_ca_topic_score_gemma":0.00925923,"domain_scores_codex":[0.9927798,0.002519219,0.002515828,0.0009822204,0.0009393082,0.000263559],"domain_scores_gemma":[0.9840217,0.01142562,0.002455666,0.0005348443,0.001395812,0.0001664063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00115785,0.00002885262,0.01233914,0.5569164,0.3949038,0.0002261789,0.0001373509,0.0006911849,0.0005805565,0.0001723491,0.0009981847,0.03184806],"study_design_scores_gemma":[0.0001700787,0.0002166398,0.01320797,0.05854149,0.9226582,0.0003492724,0.0001068242,0.0002224256,0.0002797115,0.0002332028,0.003968044,0.00004615233],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002690571,0.9961521,0.0003012241,0.0001243143,0.00007410783,0.00006874985,0.000477407,0.00001249787,0.000099008],"genre_scores_gemma":[0.07441439,0.9217983,0.001750806,0.0004371248,0.0001842922,0.0003714132,0.0009026433,0.00002035297,0.0001206798],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01403724,"threshold_uncertainty_score":0.05614203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08147195366234163,"score_gpt":0.3301257377182597,"score_spread":0.2486537840559181,"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."}}