{"id":"W3106574762","doi":"10.5194/egusphere-egu2020-13720","title":"Century-Scale Shifts in Peat Hydro-Physical Properties as Induced by Drainage","year":2020,"lang":"en","type":"article","venue":"","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Peat; Drainage; Environmental science; Hydraulic conductivity; Hydrology (agriculture); Bulk density; Surface runoff; Soil water; Infiltration (HVAC); Soil science; Macropore; Geology; Ecology; Geotechnical engineering; Chemistry; Geography","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":[0.0001656983,0.00007858808,0.0001146967,0.0005079311,0.00009008544,0.0002519695,0.0001047468,0.0001061317,0.0004469005],"category_scores_gemma":[0.0004234441,0.00005498184,0.0001541527,0.0006117533,0.000171934,0.0002266629,0.000236362,0.0001029255,0.00008469345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819822,"about_ca_system_score_gemma":0.0001024656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002320617,"about_ca_topic_score_gemma":0.004149527,"domain_scores_codex":[0.9999429,0.000006616334,0.000005693811,0.00002134775,0.00001350197,0.000009901471],"domain_scores_gemma":[0.9997752,0.00004769266,0.00008397235,0.0000285242,0.00004495887,0.00001958024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001574051,0.0000331958,0.9417242,0.00007156317,0.00009063054,0.0002239656,0.0002525983,0.0053626,0.02043522,0.0003125217,0.0003175796,0.03101855],"study_design_scores_gemma":[0.000001232697,0.00001001096,0.9961068,0.000002796179,0.000009932508,0.00004328534,0.00005030054,0.002078805,0.0009273147,0.00005465913,0.0007112465,0.000003530558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983597,0.00008353539,0.0003355518,0.000006201672,0.000001761681,0.000002262789,0.000616341,0.0000093974,0.0005851992],"genre_scores_gemma":[0.9991477,0.00006149766,0.0001982257,0.000002441631,0.000001753045,0.000003533139,0.0004862602,0.000002614172,0.00009595777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002320617,"threshold_uncertainty_score":0.004614174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242713930593786,"score_gpt":0.211393572755221,"score_spread":0.1989664334492832,"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."}}