{"id":"W4399917518","doi":"10.18280/ijsdp.190603","title":"Uncertainty Analysis of Intensity-Duration-Frequency Curves of Babylon City","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duration (music); Intensity (physics); Environmental science; Physics; Acoustics; Optics","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":[0.001316383,0.0003722942,0.0004524901,0.003344963,0.0004938111,0.001079307,0.0008481612,0.0004500892,0.002381765],"category_scores_gemma":[0.006005682,0.0002387515,0.0005958658,0.002597317,0.0003838483,0.0007145688,0.0007714637,0.0004573288,0.0003579826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001930957,"about_ca_system_score_gemma":0.0007386798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06184437,"about_ca_topic_score_gemma":0.02502337,"domain_scores_codex":[0.9993106,0.0000876482,0.00004274118,0.0001793522,0.0002492654,0.0001304639],"domain_scores_gemma":[0.99685,0.001196397,0.0005594437,0.0002365222,0.001022087,0.0001355394],"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":[0.0005469242,0.0001452659,0.5499514,0.0003836885,0.000286866,0.0008913631,0.002818464,0.339339,0.008564626,0.009462756,0.006368955,0.08124077],"study_design_scores_gemma":[0.00001367512,0.00009184326,0.6044775,0.00007037323,0.00006250326,0.0002346096,0.001390842,0.3805246,0.003093457,0.003096583,0.006812103,0.0001319517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727259,0.0004351973,0.0176673,0.0002330212,0.00002339306,0.00004261439,0.002508478,0.0001973232,0.006166738],"genre_scores_gemma":[0.9962032,0.00009125775,0.00147964,0.00001156922,0.000009102668,0.00001987312,0.001522346,0.00002826006,0.0006346977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06184437,"threshold_uncertainty_score":0.1229688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222288306567183,"score_gpt":0.2614873731830563,"score_spread":0.2492644901173844,"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."}}