{"id":"W3215492073","doi":"10.1016/j.jhydrol.2021.127237","title":"Event-based analysis of wetland hydrologic response in the Prairie Pothole Region","year":2021,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ducks Unlimited Canada; University of Guelph; University of Manitoba","funders":"Environment Canada","keywords":"Wetland; Environmental science; Surface runoff; Hydrology (agriculture); Pothole (geology); Spatial ecology; Ecology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005292736,0.0001411109,0.000225411,0.0006702179,0.0003197598,0.0003992875,0.0005296041,0.0004035062,0.0007546332],"category_scores_gemma":[0.001186445,0.0001398715,0.0002912965,0.000687882,0.0002656,0.0004308466,0.0004839413,0.0003055493,0.00009433119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005306509,"about_ca_system_score_gemma":0.0004045723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03824989,"about_ca_topic_score_gemma":0.07125589,"domain_scores_codex":[0.9998116,0.00005080016,0.00001368499,0.00005661803,0.00003259754,0.00003476987],"domain_scores_gemma":[0.9993538,0.0002572214,0.0001142512,0.00006158307,0.0001047396,0.0001083855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005978146,0.0007047428,0.9594279,0.00003312887,0.0002378223,0.0004464803,0.0005599487,0.01332626,0.01241702,0.0003077756,0.0004121236,0.01152902],"study_design_scores_gemma":[0.00001440434,0.00008369982,0.9805624,0.000001954532,0.00002179583,0.00004499589,0.0003347067,0.01836016,0.0003894024,0.00004338092,0.0001357521,0.000007406965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996423,0.00000517279,0.0001038606,0.000009915425,0.000001082244,0.000003768693,0.0001227324,0.000005594463,0.0001056582],"genre_scores_gemma":[0.9994164,0.000008233947,0.000218721,0.000004283178,0.00000202203,0.000005023413,0.0002437074,0.000001865665,0.00009978981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03824989,"threshold_uncertainty_score":0.07605445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01410063578392183,"score_gpt":0.2529545757675303,"score_spread":0.2388539399836085,"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."}}