{"id":"W2087589157","doi":"10.1623/hysj.48.1.79.43477","title":"Regional flood estimation for ungauged basins in Sarawak, Malaysia","year":2003,"lang":"en","type":"article","venue":"Hydrological Sciences Journal","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Estimation; Flood myth; Geography; Homogeneous; Cartography; Hydrology (agriculture); Mathematics; Geology; Engineering; Geotechnical engineering; Archaeology","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":[],"category_scores_codex":[0.002435052,0.000131789,0.000197778,0.00009700775,0.0005889595,0.00006627264,0.0003497586,0.0001368643,0.003523913],"category_scores_gemma":[0.0003986441,0.0000910143,0.000133689,0.0006868099,0.0006624183,0.0003766604,0.00003851896,0.0002791754,0.0001672529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009792826,"about_ca_system_score_gemma":0.00003043935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001159101,"about_ca_topic_score_gemma":0.000122038,"domain_scores_codex":[0.9981593,0.0002671712,0.0003380016,0.0003533967,0.0003815446,0.0005005584],"domain_scores_gemma":[0.9994006,0.0002027818,0.0001353189,0.00009511109,0.000008362864,0.0001578693],"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":[0.00006780741,0.0003037321,0.4844606,0.000001855587,0.00001457083,0.00004886834,0.0001803778,0.5027745,0.001648124,0.005541084,0.001799707,0.003158757],"study_design_scores_gemma":[0.001701184,0.001149186,0.1522418,0.00001431158,0.00005386469,0.000847541,0.00008725136,0.5917035,0.000509652,0.2267032,0.02449253,0.0004960423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765408,0.00006253477,0.01069205,0.001956108,0.00009740252,0.0001173641,0.000001600944,0.00001481077,0.01051735],"genre_scores_gemma":[0.9842606,0.00002367635,0.01449786,0.001016879,0.0000391628,0.00001278405,0.000001508692,0.000003354444,0.000144176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3322189,"threshold_uncertainty_score":0.997387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763552906866584,"score_gpt":0.2729762460081394,"score_spread":0.2453407169394736,"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."}}