{"id":"W4388221977","doi":"10.1128/aem.01682-23","title":"Microbial biogeography of the eastern Yucatán carbonate aquifer","year":2023,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Canadian Institute for Advanced Research; David and Lucile Packard Foundation","keywords":"Aquifer; Cave; Groundwater; Ecology; Ecological niche; Sinkhole; Geology; Habitat; Biology; Paleontology; Karst","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":[0.00009935432,0.0001233673,0.0001238,0.001227406,0.0005373352,0.0004382661,0.0001587668,0.0001836232,0.0005321284],"category_scores_gemma":[0.0002068299,0.00009160793,0.0001160888,0.001344719,0.0002697161,0.0001750794,0.0004498387,0.00008912128,0.00005247608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008389081,"about_ca_system_score_gemma":0.000750541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1699756,"about_ca_topic_score_gemma":0.2923025,"domain_scores_codex":[0.9999262,0.000007050191,0.000005175118,0.0000257228,0.00001535816,0.00002049152],"domain_scores_gemma":[0.9998073,0.00002721574,0.00004221878,0.000008138166,0.00007479666,0.00004035412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006593102,0.00002529653,0.9614717,0.00004698941,0.00004677106,0.000189548,0.0005637234,0.0007384394,0.02738515,0.0001443563,0.0001943193,0.009127831],"study_design_scores_gemma":[0.000001614894,0.00000631764,0.9977398,0.000003689913,0.000005277488,0.00003238278,0.0003386089,0.001344564,0.0002995391,0.00002432005,0.0002013685,0.000002545643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995889,0.00002633438,0.00003669623,0.000009963714,4.462105e-7,0.000002340428,0.000156733,0.000002640106,0.0001760049],"genre_scores_gemma":[0.9994743,0.00002718123,0.0001179474,0.00001013134,8.544366e-7,0.000003137066,0.0002565395,0.000001099462,0.0001087486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1699756,"threshold_uncertainty_score":0.3379724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004762370001369121,"score_gpt":0.1669984771479769,"score_spread":0.1622361071466078,"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."}}