{"id":"W7115908016","doi":"10.1002/hyp.70359","title":"Comparative Evaluation of Gridded Precipitation Datasets in Capturing Hydrological Extremes in a Mesoscale Heterogeneous Catchment in Austria","year":2025,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Precipitation; Rain gauge; Drainage basin; Flood myth; Streamflow; Water cycle; Catchment hydrology; Mesoscale meteorology; Hydrological modelling","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":[0.002580061,0.0006612663,0.0005423708,0.002446401,0.0001714858,0.0009912126,0.000723996,0.0007403578,0.0003766571],"category_scores_gemma":[0.004587946,0.000284851,0.0006770333,0.00228613,0.0002567341,0.001051069,0.0008666855,0.0002866474,0.0001356563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007465059,"about_ca_system_score_gemma":0.0003585243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0173746,"about_ca_topic_score_gemma":0.0121383,"domain_scores_codex":[0.9989819,0.0004188826,0.0001239471,0.0002524835,0.0001520567,0.00007067242],"domain_scores_gemma":[0.9977841,0.0009893428,0.000312772,0.0004098223,0.0003702119,0.0001337596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001552435,0.0007742243,0.4669371,0.0002365267,0.0008570944,0.0004380019,0.000401038,0.4437243,0.005706162,0.0006897792,0.001956145,0.07672725],"study_design_scores_gemma":[0.000154214,0.0001942072,0.3901739,0.00004135167,0.00009089289,0.00008048549,0.0002719573,0.6051575,0.002393162,0.0003285578,0.001069488,0.00004431211],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945585,0.0001034051,0.001956068,0.00004671191,0.00001213052,0.00003902684,0.002653382,0.0002433165,0.0003874247],"genre_scores_gemma":[0.9900174,0.00006398722,0.004556792,0.00001520787,0.000007975153,0.00002944705,0.005222007,0.00001679456,0.00007034548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0173746,"threshold_uncertainty_score":0.03454697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09417724473323338,"score_gpt":0.320317192348132,"score_spread":0.2261399476148986,"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."}}