{"id":"W7128820196","doi":"10.1109/icuis67429.2025.11380756","title":"Beyond Forecasting: Discovering Hidden Weather Regimes using Multivariate Clustering","year":2025,"lang":"","type":"article","venue":"","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Principal component analysis; Outlier; Multivariate statistics; Silhouette; Variance (accounting); Dimensionality reduction; Air quality index; Cluster (spacecraft)","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":[],"consensus_categories":[],"category_scores_codex":[0.002752365,0.001076996,0.0009434094,0.003669192,0.0006674274,0.001810265,0.00144525,0.0008964412,0.00083868],"category_scores_gemma":[0.01029149,0.0004265404,0.001026162,0.003055393,0.0006086905,0.002057226,0.00120702,0.00139382,0.0002937193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030155,"about_ca_system_score_gemma":0.001039711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01637192,"about_ca_topic_score_gemma":0.01335572,"domain_scores_codex":[0.9990448,0.0003370217,0.0000863879,0.0002883898,0.0001565136,0.00008685647],"domain_scores_gemma":[0.9956393,0.002587077,0.0007252878,0.0005102382,0.0004197934,0.0001182017],"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":[0.0001572556,0.0001392819,0.07540405,0.0002346703,0.0004266211,0.0002333014,0.0005875962,0.716144,0.001168089,0.01684706,0.004156707,0.1845013],"study_design_scores_gemma":[0.00000484318,0.00001430333,0.005761913,0.0000362591,0.00002441752,0.00002191218,0.0001234721,0.9738882,0.0002340899,0.01912848,0.0007430534,0.00001903008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1614161,0.001670013,0.8292736,0.001461316,0.0001042114,0.0001486009,0.001867735,0.0008402606,0.003218251],"genre_scores_gemma":[0.8765579,0.0008900529,0.1194721,0.00009297572,0.000141753,0.00007636116,0.002102395,0.0000569965,0.000609427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01637192,"threshold_uncertainty_score":0.0325532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02924726628806951,"score_gpt":0.258404989159336,"score_spread":0.2291577228712665,"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."}}