{"id":"W4281291801","doi":"10.1186/s13073-022-01053-7","title":"Gut microbiota predicts body fat change following a low-energy diet: a PREVIEW intervention study","year":2022,"lang":"en","type":"article","venue":"Genome Medicine","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Research Council of New Zealand; Terveyden ja hyvinvoinnin laitos; Otto A. Malm Lahjoitusrahasto; Steno Diabetes Center Copenhagen; Seventh Framework Programme; McGill University; Helsingin Yliopisto","keywords":"Clinical nutrition; Gut flora; Intervention (counseling); Medicine; Physiology; Gerontology; Bioinformatics; Biology; Internal medicine; Immunology; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0011215,0.0007766681,0.001028408,0.0003012501,0.000398447,0.0007072529,0.0002988734,0.0008522965,0.002496215],"category_scores_gemma":[0.001120197,0.0004711432,0.0008157211,0.0002567848,0.0003298369,0.000428129,0.0007411035,0.00063403,0.0003902667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004062606,"about_ca_system_score_gemma":0.0003233693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001281825,"about_ca_topic_score_gemma":0.001468829,"domain_scores_codex":[0.9996344,0.0001202745,0.00002628029,0.0001109165,0.00004236639,0.00006559939],"domain_scores_gemma":[0.9992873,0.0001189392,0.0001947219,0.00008054507,0.00008567251,0.0002328707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3838465,0.02690889,0.5310506,0.001056539,0.003681503,0.0002986593,0.0006684936,0.0006419528,0.01472057,0.0001629075,0.00117639,0.03578704],"study_design_scores_gemma":[0.006072705,0.05295423,0.9355382,0.00006148739,0.001739608,0.0001232633,0.0002184517,0.0006981672,0.001305511,0.0001040218,0.001151526,0.00003282782],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990876,0.0001904546,0.0001056385,0.00003037988,0.00001474807,0.0001166417,0.0002463228,0.000009505283,0.0001987247],"genre_scores_gemma":[0.9969278,0.0001603346,0.0005256975,0.00008405418,0.00004702641,0.0002506988,0.0009929542,0.000005358441,0.001006005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002496215,"threshold_uncertainty_score":0.00835067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078764182333323,"score_gpt":0.2881360520547441,"score_spread":0.2673484102314109,"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."}}