{"id":"W4406790486","doi":"10.14796/jwmm.c537","title":"Assessment of Suitability of Gridded Precipitation Data for Hydrological Simulation in Eastern Himalaya: A Case Study","year":2025,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Engineering Research Board","keywords":"Precipitation; Climatology; Rain gauge; Environmental science; Soil and Water Assessment Tool; Streamflow; Climate Forecast System; Satellite; SWAT model; Hydrological modelling; Structural basin; Meteorology; Drainage basin; Quantitative precipitation estimation; Geology; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001314947,0.000401201,0.0003020649,0.0005421886,0.0003959762,0.001040906,0.0006415359,0.000522806,0.0004365907],"category_scores_gemma":[0.002642167,0.0001965826,0.000461932,0.001263257,0.0003428127,0.0005799411,0.0004054066,0.0003403566,0.00006191266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001413621,"about_ca_system_score_gemma":0.0008078903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06207812,"about_ca_topic_score_gemma":0.03967975,"domain_scores_codex":[0.9995364,0.0002564933,0.00003613065,0.00006219177,0.00006433679,0.00004453407],"domain_scores_gemma":[0.9980318,0.001199725,0.0001043031,0.0002596634,0.0003074095,0.00009703098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004044989,0.0004035388,0.1662694,0.0001523479,0.0002493372,0.00131362,0.0003874348,0.8027459,0.002779187,0.001198574,0.0006341974,0.02346192],"study_design_scores_gemma":[0.00009744937,0.0002153297,0.1187283,0.00002975444,0.0001020722,0.0001091401,0.0007842489,0.8738765,0.00459849,0.0004501117,0.0009758977,0.00003268728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976446,0.00007176764,0.001045528,0.00008411165,0.000005388305,0.00002553742,0.0004984498,0.00005263668,0.0005720967],"genre_scores_gemma":[0.9973783,0.00006198357,0.00198744,0.00001190362,0.000004897319,0.00001572025,0.0004204873,0.0000047729,0.000114478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06207812,"threshold_uncertainty_score":0.1234336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0634408486380658,"score_gpt":0.3497922017765792,"score_spread":0.2863513531385133,"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."}}