{"id":"W3095621151","doi":"10.1130/abs/2020am-354093","title":"IMPACTS OF GROUNDWATER AND SURFACE WATER EXCHANGE ON INSTREAM HABITAT AND AQUATIC MACROINVERTEBRATES: CONSEQUENCES FOR ENVIRONMENTAL FLOW REQUIREMENTS IN GROUNDWATER-FED STREAMS","year":2020,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"STREAMS; Groundwater; Environmental science; Hydrology (agriculture); Surface water; Invertebrate; Groundwater flow; Habitat; Groundwater discharge; Water resource management; Ecology; Environmental engineering; Aquifer; Geology; Computer science","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":[0.0003102101,0.0001990992,0.0002439798,0.0003287419,0.0006190251,0.0007674913,0.0002353532,0.0004101819,0.001551186],"category_scores_gemma":[0.0006571301,0.0001549935,0.0003294641,0.0005122122,0.0006815623,0.0005976619,0.0006300554,0.0002742888,0.00006751365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016811,"about_ca_system_score_gemma":0.0007620426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03144668,"about_ca_topic_score_gemma":0.06996207,"domain_scores_codex":[0.999801,0.00008463032,0.00001216243,0.00002707112,0.00002718179,0.00004804303],"domain_scores_gemma":[0.999678,0.0001153281,0.00004768034,0.00001230201,0.00004607826,0.0001005894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006218526,0.00065705,0.9058604,0.0000708033,0.0002057622,0.0009601093,0.001031339,0.006247968,0.06161763,0.0009975545,0.0006056645,0.01552703],"study_design_scores_gemma":[0.0000408932,0.0007802277,0.9916324,0.00000543669,0.00006252488,0.0001125058,0.00115544,0.002260184,0.00337318,0.000354892,0.0002131523,0.000009264133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997202,0.00001068035,0.00002378943,0.00001217282,0.00000103252,0.000001589531,0.00004780328,0.000001343169,0.000181357],"genre_scores_gemma":[0.9995758,0.00002507488,0.00004987957,0.00001492057,0.000001301125,0.000003788839,0.00008267607,0.000001730142,0.0002449179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03144668,"threshold_uncertainty_score":0.0625273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379264531286841,"score_gpt":0.2352529691666732,"score_spread":0.2114603238538048,"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."}}