{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003209252,0.0001999105,0.0001617439,0.0008649823,0.0001142301,0.00030167,0.0002331443,0.0001036952,0.0002570861],"category_scores_gemma":[0.0007299686,0.0001234605,0.0002006966,0.0006533409,0.0001873108,0.0002942897,0.000322258,0.0001161639,0.00008044653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006962097,"about_ca_system_score_gemma":0.000543708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02370066,"about_ca_topic_score_gemma":0.05149031,"domain_scores_codex":[0.9998958,0.00003081739,0.00001314693,0.00002749133,0.0000171979,0.00001554446],"domain_scores_gemma":[0.9995727,0.00009164443,0.0001594524,0.00004503699,0.00008412638,0.00004701453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003005698,0.00005216536,0.8512008,0.0001021392,0.000126044,0.0004317999,0.0009068344,0.07567105,0.008830224,0.0006251989,0.0005514499,0.06120173],"study_design_scores_gemma":[0.00000777197,0.00007606757,0.9203924,0.00001268326,0.00002577081,0.0001999076,0.0008232564,0.0745335,0.0029735,0.0001851797,0.0007448202,0.00002516745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988128,0.00003234762,0.0006705979,0.00001065887,5.292995e-7,0.000003705412,0.000241734,0.00001978963,0.0002078509],"genre_scores_gemma":[0.9984242,0.00003181634,0.001025578,0.000001601899,5.284138e-7,0.000004002717,0.0003789845,0.000002341659,0.0001309973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02370066,"threshold_uncertainty_score":0.0471254,"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."}}