{"id":"W4321250916","doi":"10.3390/microorganisms11020504","title":"Aqueous Geochemical Controls on the Sestonic Microbial Community in Lakes Michigan and Superior","year":2023,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"U.S. Army Corps of Engineers; Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Thaumarchaeota; Salinity; Water column; Ecology; Bacteroidetes; Environmental science; Nitrate; Archaea; Microbial population biology; Environmental chemistry; Biology; Hydrology (agriculture); Chemistry; Geology","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":[0.0001470671,0.0001925542,0.0002074724,0.000398785,0.0004723082,0.0004487325,0.0001012215,0.0002047895,0.0004304705],"category_scores_gemma":[0.0003351366,0.0001483447,0.000119757,0.0004480082,0.0003018565,0.0002534993,0.0005959364,0.0001138689,0.00005256343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005707151,"about_ca_system_score_gemma":0.0003867368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02198782,"about_ca_topic_score_gemma":0.0595817,"domain_scores_codex":[0.9998852,0.00001917803,0.00001032748,0.00003196992,0.0000317759,0.00002138829],"domain_scores_gemma":[0.999799,0.00002539369,0.00007655363,0.000005620005,0.00004071763,0.00005274069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005137328,0.0000427169,0.6339945,0.00007972063,0.00008808773,0.0002343904,0.001647267,0.0004185019,0.3563235,0.0001155714,0.0001505361,0.006391448],"study_design_scores_gemma":[0.000004001491,0.00006721363,0.9962364,0.000003273708,0.00001119583,0.00003358581,0.0003808583,0.0002868261,0.002732646,0.00002916492,0.0002110515,0.000003832174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997161,0.00005337032,0.00002205323,0.00001222241,3.838391e-7,0.000001375372,0.00006346822,0.000001902416,0.0001290213],"genre_scores_gemma":[0.9995822,0.00005456393,0.00009033925,0.00001224595,0.000001389624,0.000004122181,0.0001329992,0.000001018931,0.0001210912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02198782,"threshold_uncertainty_score":0.04371971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122706011431723,"score_gpt":0.2141556478146051,"score_spread":0.2018850466714328,"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."}}