{"id":"W3123693092","doi":"10.1038/s41522-020-00176-2","title":"Host development overwhelms environmental dispersal in governing the ecological succession of zebrafish gut microbiota","year":2021,"lang":"en","type":"article","venue":"npj Biofilms and Microbiomes","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Fundamental Research Funds for the Central Universities; Sun Yat-sen University; National Natural Science Foundation of China","keywords":"Biological dispersal; Ecological succession; Zebrafish; Ecology; Host (biology); Biology; Gut flora; Environmental health; Medicine; 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":[0.0001685385,0.0001907449,0.0002237921,0.00003990641,0.000139715,0.00003075226,0.0001597757,0.0002138697,0.0001313806],"category_scores_gemma":[0.00001537933,0.0001392355,0.00007167252,0.000100169,0.0001966319,0.000006217432,0.0003386455,0.0001339609,0.000009803292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003864042,"about_ca_system_score_gemma":0.0001404266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004441853,"about_ca_topic_score_gemma":0.0002559785,"domain_scores_codex":[0.9988062,0.00007027658,0.0003217761,0.0004143497,0.00006447871,0.0003229589],"domain_scores_gemma":[0.9995694,0.00001759155,0.0001115865,0.000221998,0.00001653867,0.00006289747],"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":[0.00003360962,0.0001844392,0.02259705,0.00003854096,0.00002874216,0.000007891647,0.0001897349,6.627934e-7,0.9748093,0.00001727866,0.001112049,0.000980728],"study_design_scores_gemma":[0.0006420717,0.00007575426,0.267854,0.00003978712,0.000008916215,0.00006560433,0.0004463317,0.000002298297,0.6577154,9.298833e-7,0.07297281,0.0001759999],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959743,0.00311461,0.000009830358,0.0003242325,0.0001227311,0.0001531144,0.0001275406,0.000004836328,0.0001687753],"genre_scores_gemma":[0.9965519,0.0009724507,0.0007892319,0.0004762623,0.00004329768,0.000005758646,0.0003664766,0.00001576295,0.0007788445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170938,"threshold_uncertainty_score":0.5677857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005419459088253083,"score_gpt":0.2170463028013209,"score_spread":0.2116268437130678,"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."}}