{"id":"W4402195041","doi":"10.1038/s41522-024-00547-z","title":"The eukaryome of modern microbialites reveals distinct colonization across aquatic ecosystems","year":2024,"lang":"en","type":"article","venue":"npj Biofilms and Microbiomes","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Departament de Salut, Generalitat de Catalunya; Canadian Space Agency; University of North Carolina at Charlotte; Departament d'Innovació, Universitats i Empresa, Generalitat de Catalunya; National Science Foundation; Generalitat de Catalunya; Agencia Estatal de Investigación; University of Miami; National Aeronautics and Space Administration","keywords":"Ecology; Protist; Ecosystem; Marine ecosystem; Biology; Context (archaeology); Microbial mat; Aquatic ecosystem; Biogeochemical cycle; Oceanography; Geology; Cyanobacteria; Paleontology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0004217023,0.0001395117,0.0001961994,0.00005589841,0.0003485903,0.0001849283,0.0001588003,0.0001084003,0.000031261],"category_scores_gemma":[0.00002214842,0.00008690272,0.00007493273,0.0002488849,0.0003426154,0.0001337763,0.000004055359,0.00008796459,0.00001459733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001983222,"about_ca_system_score_gemma":0.00003537309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005521356,"about_ca_topic_score_gemma":0.003176543,"domain_scores_codex":[0.9990289,0.00007818983,0.0002993019,0.0002419567,0.00007073351,0.0002809787],"domain_scores_gemma":[0.9994082,0.0002919623,0.0000809524,0.0001410253,0.00002294363,0.00005487843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006987892,0.00002614602,0.368307,0.0005062078,0.0002341993,0.00002299786,0.001834774,0.000004315133,0.2000517,0.0009656349,0.005515452,0.4224616],"study_design_scores_gemma":[0.0003362003,0.0002204284,0.9645304,0.0002693242,0.00006345713,0.0001681118,0.000287232,0.003032645,0.01149867,0.001750224,0.01748925,0.0003540323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028481,0.09355646,0.0000725627,0.0003748379,0.0005978139,0.0001852679,0.0005825486,0.00004377586,0.001738599],"genre_scores_gemma":[0.9987837,0.0004323412,0.0001483918,0.00001990318,0.00007043975,0.000001530075,0.00006562744,0.000001777907,0.0004762709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5962234,"threshold_uncertainty_score":0.354379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039906262891544,"score_gpt":0.233248729904067,"score_spread":0.2228496672751516,"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."}}