{"id":"W4404386911","doi":"10.1002/eco.2739","title":"Pumping Groundwater to Create Cold‐Water Thermal Refuges in Warming Rivers","year":2024,"lang":"en","type":"article","venue":"Ecohydrology","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Geological Society of America","keywords":"Environmental science; Groundwater; Hydrology (agriculture); Water resource management; Geology; Geotechnical engineering","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":[0.0002252664,0.0001534108,0.000212622,0.0001872865,0.0005310288,0.0005927088,0.0003442914,0.0001586907,0.0005278428],"category_scores_gemma":[0.0002200996,0.0001199785,0.0002331619,0.0001647489,0.0006848596,0.0002617612,0.0006347758,0.000278285,0.00003881882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741432,"about_ca_system_score_gemma":0.001658247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07473359,"about_ca_topic_score_gemma":0.2502308,"domain_scores_codex":[0.9998823,0.00002034732,0.000005702284,0.00002530471,0.00002144513,0.00004485391],"domain_scores_gemma":[0.999885,0.00001852777,0.00002716246,0.00001010247,0.00002262153,0.00003657885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005546394,0.000160778,0.08501016,0.0001986038,0.00005984264,0.0006898391,0.001104973,0.01105559,0.8778175,0.0009456633,0.0002353233,0.02216718],"study_design_scores_gemma":[0.0001278647,0.00273537,0.7147154,0.0001025569,0.0001830753,0.0005471158,0.008379862,0.03279375,0.2301269,0.0009760846,0.009181735,0.0001302133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988698,0.0000316209,0.0006945776,0.00001995127,0.000002146672,0.00001260554,0.00001361814,0.000007479144,0.0003481769],"genre_scores_gemma":[0.9985018,0.00003811872,0.001070758,0.00001315192,6.037908e-7,0.00000965706,0.00001362466,0.000002577608,0.0003497407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07473359,"threshold_uncertainty_score":0.1485972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009391174700981155,"score_gpt":0.2183691987145056,"score_spread":0.2089780240135244,"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."}}