{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005725222,0.0001651751,0.0002149767,0.00003783347,0.0005310578,0.00002600517,0.0005018468,0.0001603071,0.001894864],"category_scores_gemma":[0.00009448946,0.0001297832,0.00003957396,0.0002537174,0.0006262182,0.00004341389,0.0005508061,0.0008540337,0.001354046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005203996,"about_ca_system_score_gemma":0.00001392497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000754572,"about_ca_topic_score_gemma":0.01540698,"domain_scores_codex":[0.9985297,0.0006745227,0.000184162,0.0001896016,0.00005306492,0.0003688954],"domain_scores_gemma":[0.9988398,0.0006437979,0.00003870032,0.0004227332,0.000004052462,0.00005093108],"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":[0.00004625518,0.00009127773,0.003468238,0.000003663884,0.00000742244,0.000008556751,0.002282033,0.00001927124,0.9895273,0.00008653172,0.004294081,0.0001653019],"study_design_scores_gemma":[0.002495321,0.000619271,0.2966051,0.00004700581,0.00003203176,0.0001712895,0.00257296,0.0001281353,0.6569865,0.007113159,0.03245405,0.0007751781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967459,0.0000196419,8.873893e-7,0.0020449,0.00008080491,0.0002454958,0.00002576492,0.00006126526,0.0007753779],"genre_scores_gemma":[0.9967588,0.00002267824,0.00002813005,0.002814796,0.00001927406,0.00001207099,0.00005221421,0.00001705478,0.000275015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3325408,"threshold_uncertainty_score":0.9994235,"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."}}