{"id":"W2070607165","doi":"10.4296/cwrj3604846","title":"Hyporheic Flows Along a Channelled Peatland: Influence of Beaver Dams","year":2011,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan; University of Calgary","keywords":"Riparian zone; Peat; Beaver; Hyporheic zone; Hydrology (agriculture); STREAMS; Environmental science; Hydraulic conductivity; Stream restoration; Geology; Surface water; Soil science; Ecology; Soil water; Environmental engineering; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006493508,0.0003516435,0.0004898352,0.0003781934,0.001082034,0.00006006051,0.0009069025,0.0002179853,0.001081607],"category_scores_gemma":[0.0001123561,0.0002736141,0.0001903878,0.0002695043,0.00106297,0.0004108979,0.0001959005,0.0004521548,0.0001383373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006095168,"about_ca_system_score_gemma":0.000005968265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3873139,"about_ca_topic_score_gemma":0.8590687,"domain_scores_codex":[0.9973772,0.0001933586,0.0005450266,0.0004506329,0.0001597468,0.001274007],"domain_scores_gemma":[0.9980514,0.00004753365,0.0002411278,0.0003552854,0.00009341076,0.001211252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008168137,0.00003241739,0.4643054,0.00004454701,0.0001578115,0.001240762,0.5313958,0.0007792258,0.0009567594,9.065955e-7,0.0001069481,0.0008978063],"study_design_scores_gemma":[0.001019602,0.0009114051,0.5017841,0.0003422626,0.0002391248,0.002235342,0.004400118,0.0002495452,0.007155413,0.001948481,0.4784851,0.00122945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946805,0.0002731825,0.000002726524,0.0002320989,0.000131956,0.0002076969,0.00004244538,0.0000294028,0.004400056],"genre_scores_gemma":[0.9980276,0.0002604011,0.0002743956,0.0003202719,0.0001101063,0.000009023541,0.00001016429,0.00002772344,0.0009603005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5269957,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597916379274045,"score_gpt":0.1756521762706071,"score_spread":0.1596730124778666,"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."}}