{"id":"W3093591852","doi":"10.3390/microorganisms8111631","title":"Rapid Changes in Microbial Community Structures along a Meandering River","year":2020,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; University of Victoria; Université Laval","funders":"Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; Universität Innsbruck; University of Warwick; Université Laval","keywords":"Benthic zone; Environmental science; Transect; Plankton; Community structure; STREAMS; Water column; River ecosystem; Ecology; Microbial population biology; Watershed; Drainage basin; Ecosystem; Sedimentation; Hydrology (agriculture); Sediment; Biology; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002080911,0.0001715164,0.0002314185,0.00002790602,0.0003325778,0.00001650231,0.0005861527,0.0001475489,0.00939755],"category_scores_gemma":[0.00004006829,0.0001756919,0.00003815748,0.0002178979,0.0003512278,0.0000810213,0.0007836513,0.0007341002,0.0004649143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008155206,"about_ca_system_score_gemma":0.00001020523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960455,"about_ca_topic_score_gemma":0.01607464,"domain_scores_codex":[0.9987447,0.000512924,0.0001685011,0.0002005426,0.00005282112,0.0003204628],"domain_scores_gemma":[0.9994951,0.0000824484,0.00005876251,0.0002721248,0.000004454439,0.00008712713],"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":[0.000045311,0.0000486077,0.005663267,0.00001155592,0.000009425474,0.000008910793,0.01161471,0.00006549198,0.9773206,0.00002158407,0.00355828,0.001632293],"study_design_scores_gemma":[0.001664044,0.0004183602,0.258317,0.00001458795,0.00002201555,0.00004546193,0.001242083,0.00003815838,0.6975197,0.002266767,0.03782404,0.0006278801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973788,0.00003845176,0.00004749096,0.001250772,0.00009405764,0.000160902,0.00001356242,0.00005242983,0.0009635311],"genre_scores_gemma":[0.9936326,0.00002157067,0.0007769124,0.005432623,0.00004566471,0.000003019971,0.00004010786,0.00001865673,0.00002880104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2798009,"threshold_uncertainty_score":0.991508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447487939503672,"score_gpt":0.2114528274892979,"score_spread":0.1869779480942612,"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."}}