{"id":"W4385065277","doi":"10.1101/2023.07.20.549938","title":"A positive association between gut microbiota diversity and vertebrate host performance in a field experiment","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of California, San Diego; Deutsche Forschungsgemeinschaft","keywords":"Biology; Stickleback; Gut flora; Vertebrate; Gasterosteus; Host (biology); Ecology; Zoology; Genetic Fitness; Evolutionary biology; Fish <Actinopterygii>; Biological evolution; Genetics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000791121,0.0004185879,0.0004344598,0.0004382933,0.0008187083,0.0004860235,0.0002873054,0.0005058699,0.00243358],"category_scores_gemma":[0.0009958954,0.0002329774,0.0004366331,0.0002354288,0.0005963723,0.0003228349,0.000550359,0.000749978,0.0002227315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005667506,"about_ca_system_score_gemma":0.0003824716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007016598,"about_ca_topic_score_gemma":0.01807226,"domain_scores_codex":[0.999474,0.0001119718,0.00003594387,0.0002235341,0.00009745042,0.00005705561],"domain_scores_gemma":[0.9978155,0.0004719065,0.0006452855,0.0002906469,0.0002589914,0.0005177158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002992467,0.001143041,0.4886222,0.0001348192,0.0003874535,0.0001712602,0.00041471,0.0003507112,0.5001979,0.00009559803,0.0003954082,0.005094489],"study_design_scores_gemma":[0.00002410081,0.002680075,0.9893034,0.00000910682,0.00007150305,0.00005589163,0.0001655953,0.0004561279,0.006941383,0.00005212953,0.0002262357,0.0000145619],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991112,0.00003768756,0.0003466741,0.0000243507,0.000008872241,0.00002208752,0.0002231853,0.00001219794,0.0002136586],"genre_scores_gemma":[0.9973534,0.00002715601,0.001288658,0.0001200358,0.000009535231,0.00009524573,0.0003779087,0.000008317799,0.0007198318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007016598,"threshold_uncertainty_score":0.01395154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361083420270129,"score_gpt":0.2272439822153898,"score_spread":0.2136331480126885,"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."}}