{"id":"W2125748812","doi":"10.1111/j.1745-6584.2010.00735.x","title":"Uncertainty in 1D Heat‐Flow Analysis to Estimate Groundwater Discharge to a Stream","year":2010,"lang":"en","type":"article","venue":"Ground Water","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Natural Sciences and Engineering Research Council of Canada; Manitoba Hydro","keywords":"Environmental science; Groundwater; Hydrology (agriculture); Stream flow; Flow (mathematics); Groundwater flow; Groundwater discharge; Mechanics; Geology; Geotechnical engineering; Aquifer; Geography; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005085567,0.0005024691,0.0005671895,0.001359554,0.0004886648,0.001564872,0.000648984,0.0007770616,0.0002459093],"category_scores_gemma":[0.02328685,0.0005320287,0.0006997609,0.0007680463,0.001325931,0.00118151,0.001147027,0.0006135327,0.00005779416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141603,"about_ca_system_score_gemma":0.0009262004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007091216,"about_ca_topic_score_gemma":0.00426742,"domain_scores_codex":[0.9978149,0.001003529,0.0001436735,0.0002441572,0.0007037634,0.00008990019],"domain_scores_gemma":[0.9870558,0.01086954,0.0008795399,0.0005396318,0.0005596596,0.00009585757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007541419,0.00002593218,0.0121097,0.00004636135,0.00006033175,0.00003690962,0.00009618551,0.9626913,0.002487506,0.006929869,0.0001264864,0.01531398],"study_design_scores_gemma":[0.000006906067,0.00002269527,0.002699124,0.000006870836,0.000007850192,0.00001876548,0.00001939105,0.9908202,0.001687271,0.004552311,0.0001428772,0.00001579634],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5443269,0.0003830743,0.4527242,0.0003663203,0.00003146151,0.00004241672,0.0001968126,0.0002222484,0.001706422],"genre_scores_gemma":[0.9714853,0.0001069566,0.0281278,0.00002534807,0.00001181499,0.00003545399,0.00008733686,0.00001431768,0.0001057755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007091216,"threshold_uncertainty_score":0.0268954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008088814967603228,"score_gpt":0.2481889845930268,"score_spread":0.2401001696254236,"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."}}