{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006882006,0.0001556775,0.0002622015,0.00003642723,0.002157223,0.000007857732,0.0005607241,0.00006335054,0.009508723],"category_scores_gemma":[0.00002017309,0.0001613588,0.00007584802,0.000160045,0.0001115313,0.00007719296,0.001828153,0.0005271361,0.0002691914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002697234,"about_ca_system_score_gemma":0.00001848144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006676447,"about_ca_topic_score_gemma":0.0004294711,"domain_scores_codex":[0.9969643,0.00211488,0.0002501361,0.0002004775,0.0001517228,0.0003184459],"domain_scores_gemma":[0.9992036,0.00008402484,0.0001209328,0.0005146604,0.000007943286,0.00006885501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00078402,0.0003733106,0.007938036,0.000004993734,0.00003004898,0.000006981728,0.001391363,0.0007989433,0.9814909,0.000005982736,0.007095924,0.00007955621],"study_design_scores_gemma":[0.02242912,0.0013521,0.5258718,0.00002562586,0.0001048865,0.00005313334,0.003188873,0.00007672839,0.3677745,0.001392327,0.07632888,0.001402064],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979759,0.00009570547,0.000001227942,0.0001788153,0.0005088329,0.0003707796,0.00003543004,0.00004089415,0.0007923791],"genre_scores_gemma":[0.9982386,0.00001044796,0.000123224,0.0006963066,0.00004179965,0.00008150232,0.00007259222,0.00001468677,0.0007208924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6137163,"threshold_uncertainty_score":0.9991418,"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."}}