{"id":"W4211098183","doi":"10.1016/j.ejrh.2022.101031","title":"Changes to the hydrology of a boreal fen following the placement of an access road and below ground pipeline","year":2022,"lang":"en","type":"article","venue":"Journal of Hydrology Regional Studies","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Alberta Environment and Parks; Suncor Energy Incorporated","keywords":"Hydrology (agriculture); Clearance; Peat; Culvert; Mire; Water table; Flow (mathematics); Environmental science; Pipeline transport; Geology; Groundwater; Geotechnical engineering; Geography; Geometry; Environmental engineering; Mathematics","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":[0.0001764315,0.0001381003,0.0001767435,0.0005047091,0.0006959511,0.0005548256,0.000314566,0.0002518724,0.0005117874],"category_scores_gemma":[0.0003274578,0.0000828807,0.0001608409,0.0005514911,0.0004940091,0.0001503356,0.0003196342,0.0002328309,0.00008043794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005569365,"about_ca_system_score_gemma":0.003042964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8791291,"about_ca_topic_score_gemma":0.9541851,"domain_scores_codex":[0.9998808,0.000009603728,0.0000038347,0.00002119008,0.00004231674,0.00004233111],"domain_scores_gemma":[0.9997457,0.00001663293,0.00003690109,0.000007417502,0.0001076627,0.00008574427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004216699,0.0001450702,0.9735189,0.00002457125,0.00005125505,0.0009524812,0.001970208,0.001788235,0.01118568,0.0001353823,0.0005125846,0.009293905],"study_design_scores_gemma":[0.000001545736,0.00002067135,0.9985891,0.000002026477,0.000003151682,0.00002748685,0.0006829644,0.0003255292,0.0001383763,0.00000774965,0.0001978815,0.000003500584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993919,0.00001662024,0.0000306794,0.00001578236,0.000001311295,0.000004083797,0.0001171245,0.000003385638,0.0004190321],"genre_scores_gemma":[0.9993033,0.00002396219,0.00008487708,0.000007132546,0.000001161303,0.000002653095,0.0001816359,9.102204e-7,0.0003943396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8791291,"threshold_uncertainty_score":0.2431654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0348258268400349,"score_gpt":0.3004558140218695,"score_spread":0.2656299871818346,"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."}}