{"id":"W4403857281","doi":"10.1130/abs/2024am-404717","title":"CREATING GROUNDWATER-SOURCED, COLD-WATER HABITAT IN WARMING RIVERS","year":2024,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Groundwater; Environmental science; Habitat; Global warming; Water resource management; Hydrology (agriculture); Climate change; Ecology; Geology; Oceanography; Geotechnical engineering","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":[0.0004214875,0.0001400607,0.0001486488,0.0003982522,0.0008432174,0.001502208,0.0005789732,0.0003309832,0.007579296],"category_scores_gemma":[0.001033473,0.0001516339,0.0003230608,0.0003943495,0.0006147197,0.0008865893,0.002527784,0.000323521,0.000505431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308153,"about_ca_system_score_gemma":0.0007475915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680428,"about_ca_topic_score_gemma":0.01190364,"domain_scores_codex":[0.9998171,0.00007688324,0.000008979844,0.00003074469,0.00002532151,0.00004115106],"domain_scores_gemma":[0.9995109,0.0001465493,0.0000451803,0.00009932677,0.0000549805,0.0001431673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006301004,0.0009454846,0.1390765,0.0008901836,0.0001515136,0.00202236,0.01171139,0.0983884,0.1378131,0.05695661,0.02010214,0.5313123],"study_design_scores_gemma":[0.0003020499,0.001893083,0.2753773,0.0005977188,0.0006198717,0.00375869,0.06114298,0.1497596,0.09801594,0.07762518,0.3305726,0.0003349597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9236277,0.0001582628,0.05273115,0.0005941195,0.00005644471,0.00009288995,0.0002986486,0.0008452605,0.02159548],"genre_scores_gemma":[0.9397074,0.0001428485,0.05512183,0.0001028382,0.00001196601,0.00008194271,0.0003206096,0.0001867489,0.004323857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007579296,"threshold_uncertainty_score":0.02535528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523035321273473,"score_gpt":0.2217605366898381,"score_spread":0.2065301834771034,"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."}}