{"id":"W2901539857","doi":"10.3390/w10111657","title":"Assessing the Importance of Potholes in the Canadian Prairie Region under Future Climate Change Scenarios","year":2018,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Manitoba","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Pothole (geology); Wetland; Environmental science; Streamflow; Climate change; Hydrology (agriculture); Flood myth; Precipitation; Drainage basin; Surface runoff; Water resource management; Geography; Ecology; Geology; Meteorology","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":[0.0005229909,0.0003750263,0.0002015982,0.0003934019,0.0009792835,0.001094372,0.001009878,0.0005004203,0.0008009627],"category_scores_gemma":[0.001690976,0.0002059809,0.0004224008,0.0009115904,0.0005517732,0.0006706502,0.0004096621,0.0004301452,0.00004395438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0125816,"about_ca_system_score_gemma":0.009311403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9606004,"about_ca_topic_score_gemma":0.9829297,"domain_scores_codex":[0.99966,0.0000580322,0.00001140167,0.00006275622,0.00008839383,0.0001192927],"domain_scores_gemma":[0.999316,0.0001867605,0.00006882832,0.00003404693,0.0002660601,0.0001283573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001909468,0.0001060156,0.2629316,0.00007399826,0.000161296,0.0003138947,0.0002513808,0.7186729,0.004132045,0.001822374,0.001283299,0.01006009],"study_design_scores_gemma":[0.00004863618,0.0001103159,0.3745835,0.00002120419,0.0001186408,0.00005820033,0.001449135,0.6191679,0.001619837,0.0005836845,0.002173841,0.00006509748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969613,0.00005540913,0.0003632879,0.0001253155,0.000003941278,0.00002096311,0.0007582155,0.00002642462,0.001685127],"genre_scores_gemma":[0.9988268,0.00005871793,0.0005497107,0.00001376933,8.239781e-7,0.000005015109,0.000333013,0.000003953179,0.0002081465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03939962,"threshold_uncertainty_score":0.09128636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03228050788515959,"score_gpt":0.2665668590526736,"score_spread":0.234286351167514,"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."}}