{"id":"W4411346161","doi":"10.1139/facets-2024-0278","title":"The future Prairie Pothole Region: scenarios of change","year":2025,"lang":"en","type":"article","venue":"FACETS","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Pothole (geology); Geography; Environmental science; Environmental resource management; Environmental planning; Physical geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.008122899,0.0005236451,0.0001985971,0.0006803848,0.002424674,0.001916088,0.001296093,0.001942719,0.002905016],"category_scores_gemma":[0.008955865,0.0002521923,0.0006279111,0.0009945665,0.001875003,0.00293507,0.002698341,0.001567284,0.0001556277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004704595,"about_ca_system_score_gemma":0.002700205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01901907,"about_ca_topic_score_gemma":0.05631152,"domain_scores_codex":[0.9942134,0.004570715,0.0001146919,0.0002217202,0.0004379639,0.0004415105],"domain_scores_gemma":[0.9941748,0.004144987,0.0003223252,0.0002829826,0.0005902166,0.0004847528],"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":[0.001390976,0.001325663,0.08627208,0.001791437,0.0003969367,0.01314553,0.1257317,0.4437004,0.007421043,0.23969,0.01854207,0.06059224],"study_design_scores_gemma":[0.0004376343,0.001640563,0.06764583,0.00116953,0.0002558173,0.00176492,0.2674857,0.3235658,0.005626014,0.1679801,0.1620266,0.0004014698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885543,0.0003898076,0.02840372,0.00843347,0.0001055999,0.001115773,0.001373913,0.00008472696,0.07454994],"genre_scores_gemma":[0.9813316,0.0002263882,0.01618467,0.0002054113,0.00000947743,0.0005138417,0.0003207114,0.0000109881,0.001196985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9809809,"threshold_uncertainty_score":0.04295856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327615626356003,"score_gpt":0.28337703351552,"score_spread":0.2601008772519599,"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."}}