{"id":"W4281486984","doi":"10.1016/j.scitotenv.2022.156183","title":"Microbial community day-to-day dynamics during a spring algal bloom event in a tributary of Three Gorges Reservoir","year":2022,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor; Canadian Museum of Nature","funders":"","keywords":"Phytoplankton; Algal bloom; Bloom; Microbial population biology; Relative species abundance; Chlorophyll a; Biology; Microbial food web; Microcystis; Hydrobiology; Biomass (ecology); Nutrient; Phosphorus; Ecology; Abundance (ecology); Environmental science; Dissolved organic carbon; Cyanobacteria; Botany; Chemistry; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000182865,0.0002501667,0.0004006349,0.0006793046,0.001404056,0.0006218354,0.0005978001,0.0005881047,0.0006651246],"category_scores_gemma":[0.0003705886,0.0002974915,0.0003307321,0.0006802976,0.0007724583,0.0004683283,0.001041618,0.0004402257,0.000187909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009480272,"about_ca_system_score_gemma":0.0007179884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04141451,"about_ca_topic_score_gemma":0.1197019,"domain_scores_codex":[0.9998647,0.00002189777,0.000007294345,0.00003123275,0.00002701935,0.00004781138],"domain_scores_gemma":[0.9996358,0.00003961219,0.00005094686,0.00001248807,0.00007003931,0.0001910149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005393754,0.000292512,0.9633916,0.00003830239,0.00009321735,0.001441797,0.007003871,0.0002412194,0.02271913,0.00006299027,0.000230678,0.003945364],"study_design_scores_gemma":[0.000002382572,0.00008925491,0.9962445,0.000002854439,0.00001013433,0.0001139089,0.002753017,0.000384191,0.0002644551,0.00001173035,0.000117972,0.000005590841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998376,0.000006178785,0.00002168171,0.00000995692,0.000001478898,0.000002337062,0.00003549388,0.000001684601,0.00008352098],"genre_scores_gemma":[0.9996367,0.00001099822,0.00008786948,0.00001005536,0.000003009569,0.000006540597,0.00009719061,0.000001186205,0.0001465104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04141451,"threshold_uncertainty_score":0.08234686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002865400594103,"score_gpt":0.2070562336409061,"score_spread":0.197027579634965,"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."}}