{"id":"W4399767410","doi":"10.54097/47c32q91","title":"Research Progress: Relationship Between Gut Microbiome and Mental Health","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Anxiety; Gut microbiome; Mental health; Microbiome; Probiotic; Mechanism (biology); Psychology; Gut flora; Medicine; Psychiatry; Bioinformatics; Biology; Immunology; 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":[0.0008007809,0.0000860175,0.000101038,0.0008534065,0.0002072714,0.00005914773,0.0001549711,0.000139193,4.835239e-7],"category_scores_gemma":[0.00004312548,0.00007583512,0.000007915933,0.001116533,0.0006557316,0.00001005964,0.0001752465,0.0002318313,0.000009772346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004913087,"about_ca_system_score_gemma":0.0001628724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001004965,"about_ca_topic_score_gemma":0.00001048763,"domain_scores_codex":[0.9989401,0.00001620917,0.0001444633,0.0004141086,0.00008657309,0.0003985781],"domain_scores_gemma":[0.9996994,0.00002170989,0.0000125786,0.0001619407,0.00002789261,0.000076486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004479675,0.00002406564,0.04439345,0.0002347956,0.000009005865,0.000008987335,0.0003795518,0.00000334337,0.8550522,0.09338459,0.001536617,0.004968955],"study_design_scores_gemma":[0.0008496211,0.001242854,0.3204572,0.000786455,0.000006182701,0.0003912173,0.0004888306,0.0006068252,0.08746324,0.001927775,0.5850487,0.000731161],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978572,0.009741247,0.00004851646,0.01124164,0.0001345586,0.0001578629,0.00001163069,0.00006330911,0.00002921176],"genre_scores_gemma":[0.9975707,0.0005771181,0.001673603,0.00001077598,0.00005343005,0.00001190432,0.00001088104,0.000009450419,0.00008213833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7675889,"threshold_uncertainty_score":0.3092467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066779780110727,"score_gpt":0.3361178024485474,"score_spread":0.3154500046474401,"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."}}