{"id":"W4408668297","doi":"10.1007/s10750-025-05850-0","title":"Influence of groundwater upwelling on patch-scale patterns of biofilm communities and cellulose decomposition in an agricultural stream reach","year":2025,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Environment and Climate Change Canada; Institut National de la Recherche Scientifique; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Upwelling; Groundwater; Decomposition; Cellulose; Biofilm; Ecology; Scale (ratio); Environmental science; STREAMS; Hydrology (agriculture); Chemistry; Biology; Geography; Geology; Geotechnical engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001024786,0.00009626526,0.0001406524,0.00004523686,0.00003382498,0.000008449391,0.0001467286,0.00007251123,0.000006449417],"category_scores_gemma":[0.000001641961,0.00006769214,0.00002058749,0.00009601189,0.0001444686,0.0001165212,0.0001127789,0.00009178471,0.000002702813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004454037,"about_ca_system_score_gemma":0.000001580192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006560775,"about_ca_topic_score_gemma":0.0008006906,"domain_scores_codex":[0.9994019,0.00008443252,0.0002056642,0.0001309028,0.00005044136,0.0001267134],"domain_scores_gemma":[0.9997159,0.00004591363,0.00006359663,0.0001481454,0.000006985917,0.00001945487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002501585,0.0001544578,0.9606307,0.00001945944,0.000002987603,5.706789e-7,0.00079627,0.004988695,0.03300029,0.00002175411,0.000003082298,0.0003567785],"study_design_scores_gemma":[0.0002391249,0.0002572818,0.9465173,0.0001045968,0.000006310261,0.000001143674,0.0005399705,0.00167833,0.04995959,0.0006026325,0.000003300213,0.00009035671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995607,0.000008246709,0.0000266351,0.00001928423,0.0000222238,0.0001003222,0.0000168816,0.00001251639,0.0002332216],"genre_scores_gemma":[0.9996797,0.00003116873,0.0001131928,0.00003665881,0.000002333398,0.000005688166,0.00009993986,0.000002556488,0.0000286904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01695929,"threshold_uncertainty_score":0.9917974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006908524101591171,"score_gpt":0.2229038233946658,"score_spread":0.2159952992930746,"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."}}