{"id":"W4394611176","doi":"10.5114/hpc.2024.138664","title":"PATTERNS OF GUT MICROBIAL CHANGES LINKED TO OBESITY","year":2024,"lang":"en","type":"article","venue":"Health Problems of Civilization","topic":"Dietary Effects on Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civilization; Obesity; Biology; Geography; Endocrinology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007780288,0.0001286211,0.0004394323,0.0003190711,0.00003721161,0.000006767298,0.00006872468,0.00009143337,0.00009000454],"category_scores_gemma":[0.00009212997,0.0001199567,0.00005436186,0.0004289552,0.00001842781,0.0000649021,0.00003557617,0.000138605,0.00002348002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259943,"about_ca_system_score_gemma":0.0004401474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007789762,"about_ca_topic_score_gemma":0.003581351,"domain_scores_codex":[0.9985102,0.0001154388,0.0005306767,0.0002777393,0.0002765781,0.0002894122],"domain_scores_gemma":[0.9990914,0.00008176547,0.0001596703,0.0002678297,0.0001840956,0.0002151798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0005777712,0.001884387,0.1427034,0.5131026,0.0002473483,0.00002363229,0.0178035,0.0009691864,0.1629895,0.004579818,0.02302057,0.1320983],"study_design_scores_gemma":[0.003943339,0.01753345,0.7797481,0.1032783,0.0002580376,0.000078251,0.0003200085,0.008901645,0.01528551,0.0007338682,0.06915583,0.0007635546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436253,0.007295724,0.01841259,0.02389359,0.0009693906,0.004912705,0.0001430592,0.0002694289,0.0004781728],"genre_scores_gemma":[0.994592,0.002024222,0.0009765016,0.001746494,0.0001707085,0.00003996554,0.0001586142,0.00003540044,0.0002560714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6370447,"threshold_uncertainty_score":0.4891692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290885554634702,"score_gpt":0.3342482960896315,"score_spread":0.3013394405432844,"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."}}