{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001130996,0.0001572169,0.0002381808,0.0005046036,0.0005543613,0.0005646013,0.000227702,0.0002689763,0.0004476313],"category_scores_gemma":[0.0002504307,0.0001467041,0.0001446363,0.0005832818,0.0003526695,0.0002040101,0.0002581344,0.0002340635,0.0000782859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261143,"about_ca_system_score_gemma":0.0008919555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1599729,"about_ca_topic_score_gemma":0.2754304,"domain_scores_codex":[0.9998724,0.00001190501,0.000005384319,0.00005272319,0.00002810818,0.00002947015],"domain_scores_gemma":[0.9997851,0.0000225179,0.00004557686,0.000008176158,0.00009120481,0.000047498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002367639,0.00004779323,0.7300217,0.00006141397,0.00005806611,0.0002878194,0.001920443,0.0005787861,0.256576,0.0001066906,0.0001602749,0.009944217],"study_design_scores_gemma":[0.000001532323,0.00003892964,0.9979494,0.000002231503,0.000008088497,0.00002754899,0.0003746382,0.0003540769,0.000992745,0.000008808101,0.0002371822,0.000004776034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996212,0.00002941993,0.00007523117,0.000006424974,5.935353e-7,0.000003040752,0.00009090228,0.000003518649,0.0001696907],"genre_scores_gemma":[0.9991432,0.00003965926,0.0002464651,0.0000127993,8.618648e-7,0.000005808055,0.0001866946,0.000001911937,0.0003625264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1599729,"threshold_uncertainty_score":0.3180835,"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."}}