{"id":"W2011203615","doi":"10.1038/ismej.2011.173","title":"Bacterial community dynamics in the hyporheic zone of an intermittent stream","year":2011,"lang":"en","type":"article","venue":"The ISME Journal","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada); The Scarborough Hospital; University of Toronto","funders":"Centre for Global Change Science, University of Toronto; Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Hyporheic zone; Sediment; STREAMS; Surface water; Ecology; Biology; Pore water pressure; Hydrology (agriculture); Community structure; Biodiversity; Anoxic waters; Environmental science; Geology","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":[0.001147464,0.00008726356,0.0001044578,0.00002362016,0.000192155,0.00002814257,0.0009053094,0.00003540556,0.0001720861],"category_scores_gemma":[0.00001199309,0.00004390412,0.00005200018,0.0001041897,0.0002356601,0.0001828767,0.0001771513,0.0005251956,0.000017946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199776,"about_ca_system_score_gemma":0.000006936799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001653731,"about_ca_topic_score_gemma":0.001023965,"domain_scores_codex":[0.9988251,0.000480116,0.0002482862,0.00005714813,0.0002174093,0.0001719882],"domain_scores_gemma":[0.9994158,0.00004793075,0.0001425423,0.0003414779,0.000006427941,0.00004579257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003441126,0.001941164,0.8803483,0.000007945465,0.00004020109,0.00004502341,0.04845778,0.0002715519,0.0005002478,0.00042025,0.0003422192,0.06728126],"study_design_scores_gemma":[0.0007480829,0.0005118284,0.9548172,0.00002536444,0.00003145086,0.0004282292,0.00986756,0.007756197,0.0002645934,0.02526874,0.0001409351,0.0001398689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966165,0.000003148868,0.0001251125,0.0002082784,0.0002161376,0.00007162366,0.000006058655,0.000004987696,0.002748141],"genre_scores_gemma":[0.9995776,0.00001559774,0.0002007649,0.0001081992,0.00004733239,0.000001647407,0.000004672029,0.000006626666,0.00003760705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0744689,"threshold_uncertainty_score":0.2499958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266528606541061,"score_gpt":0.2210989347390206,"score_spread":0.1944460740849145,"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."}}