{"id":"W4366829274","doi":"10.3390/w15091658","title":"Regional Flood Frequency Analysis: A Bibliometric Overview","year":2023,"lang":"en","type":"article","venue":"Water","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Scopus; Homogeneous; Environmental science; Water resources; Environmental resource management; Web of science; Streamflow; Geography; Hydrology (agriculture); Drainage basin; Meta-analysis; Political science; Cartography; Engineering; Ecology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01715915,0.001032419,0.002625187,0.3019775,0.001580017,0.006766324,0.001313711,0.0008967022,0.005018382],"category_scores_gemma":[0.04534841,0.0005356215,0.002488199,0.3578272,0.001413446,0.007354114,0.003349301,0.0005938307,0.000934898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004519286,"about_ca_system_score_gemma":0.007060485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00749754,"about_ca_topic_score_gemma":0.008232699,"domain_scores_codex":[0.9816999,0.004003418,0.004846053,0.0013842,0.007430246,0.0006362248],"domain_scores_gemma":[0.9252772,0.04620286,0.01233717,0.002202893,0.01315816,0.0008218016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002584236,0.0001170891,0.0711609,0.1036598,0.002213368,0.0005398383,0.005076818,0.001569672,0.001912931,0.01805682,0.03368368,0.7617505],"study_design_scores_gemma":[0.00008908718,0.0003056206,0.3940509,0.05901908,0.003963504,0.002269578,0.01317787,0.004267499,0.002420268,0.02365865,0.4964307,0.0003472157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09385448,0.78571,0.01428038,0.008023716,0.0007303078,0.001607877,0.04579458,0.00078999,0.04920882],"genre_scores_gemma":[0.3386624,0.5860715,0.03161807,0.000920854,0.001308009,0.002406322,0.03494529,0.000240731,0.003826755],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6980225,"threshold_uncertainty_score":0.09074736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03753173699278269,"score_gpt":0.2657694716743716,"score_spread":0.228237734681589,"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."}}