{"id":"W4291014939","doi":"10.3390/genes13081416","title":"Laboratory-Controlled Experiments Reveal Microbial Community Shifts during Sediment Resuspension Events","year":2022,"lang":"en","type":"article","venue":"Genes","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Groupe de recherche interuniversitaire en limnologie","keywords":"Microbial population biology; Organic matter; Archaea; Anoxic waters; Sediment; Environmental chemistry; Environmental science; Water column; Ecology; Leaching (pedology); Ecosystem; Dissolved organic carbon; Biogeochemical cycle; Context (archaeology); Biology; Chemistry; Bacteria","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":[0.0004584018,0.0006114373,0.0004269606,0.0002012044,0.0003022709,0.000524122,0.0003573714,0.0004505917,0.0006985019],"category_scores_gemma":[0.0005159486,0.0001909506,0.0003574728,0.0002351829,0.0004394142,0.0003424975,0.0006311403,0.0006242447,0.0002143567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002562426,"about_ca_system_score_gemma":0.0003122289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016635,"about_ca_topic_score_gemma":0.001447327,"domain_scores_codex":[0.9993457,0.000120352,0.00005475758,0.000249074,0.0001065549,0.0001235282],"domain_scores_gemma":[0.9994643,0.0001137158,0.0001566499,0.00006049097,0.00009220174,0.0001125281],"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":[0.0004262014,0.0002806727,0.003336089,0.00004179334,0.00001610993,0.00002668633,0.00009284353,0.00007561801,0.9939499,0.00001873547,0.00003755979,0.001697848],"study_design_scores_gemma":[0.0001304468,0.009253521,0.1034622,0.00002500112,0.00008861857,0.0001433487,0.0003267954,0.001786247,0.8830695,0.0002083169,0.001461643,0.0000444355],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976761,0.00014529,0.001413593,0.00002869768,0.00001685337,0.00006291254,0.0003823427,0.00002789662,0.0002464846],"genre_scores_gemma":[0.9933946,0.0001926735,0.003995375,0.0001123068,0.00002571012,0.0002825449,0.0009884203,0.00002022673,0.0009881725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001016635,"threshold_uncertainty_score":0.0024243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490258509431031,"score_gpt":0.2420476401939337,"score_spread":0.2271450550996233,"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."}}