{"id":"W4399202739","doi":"10.1088/1748-9326/ad52b0","title":"Global hydrological models continue to overestimate river discharge","year":2024,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Bundesministerium für Bildung und Forschung; European Cooperation in Science and Technology","keywords":"Environmental science; Hydrology (agriculture); Climatology; Geology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007374106,0.000215562,0.0001679617,0.00007370712,0.0003588261,0.00008963971,0.0004449699,0.0000733722,0.002719005],"category_scores_gemma":[0.00002455517,0.0001762601,0.00008606468,0.0002816324,0.001157279,0.0004082871,0.001609736,0.0003124345,0.01285199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005858502,"about_ca_system_score_gemma":0.000002598438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000165756,"about_ca_topic_score_gemma":0.00002137601,"domain_scores_codex":[0.9971011,0.0001967908,0.0001844447,0.0007715979,0.0008172203,0.0009288111],"domain_scores_gemma":[0.9993362,0.00009921445,0.00001260222,0.0003058097,7.518408e-7,0.0002454508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003931975,0.0006337636,0.26772,0.00005919866,0.0003739226,0.002188345,0.0038563,0.09612492,0.04568171,0.004971924,0.5573602,0.02063647],"study_design_scores_gemma":[0.001329253,0.0009106743,0.5292636,0.0001113368,0.0000898771,0.00006146967,0.0003523837,0.06093358,0.001409408,0.04452564,0.3593372,0.001675576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698568,0.0001785742,0.002704815,0.01497924,0.0001761414,0.0005320616,0.0000588117,0.0001131476,0.01140042],"genre_scores_gemma":[0.9945132,0.00006789915,0.0005460001,0.003099809,0.00006629981,0.0001167713,0.0000159032,0.00001908082,0.00155509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2615436,"threshold_uncertainty_score":0.9981927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03104317950532187,"score_gpt":0.3024852944494945,"score_spread":0.2714421149441726,"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."}}