{"id":"W7135267094","doi":"","title":"Hurricane Impact Index for Assessing Direct and Indirect Hazards in Central America","year":2025,"lang":"en","type":"other","venue":"Investigative News in Education (Universidad de Costa Rica)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vicerrectoría de Investigación, Universidad de Costa Rica; Universidad de Costa Rica; Consejo Superior Universitario Centroamericano; International Development Research Centre","keywords":"Index (typography); Natural disaster; Natural hazard; Distribution (mathematics); Hazard; Intensity (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003246783,0.0007740831,0.00112386,0.004793207,0.0001370504,0.0002257333,0.0005575392,0.000586225,0.0004439673],"category_scores_gemma":[0.001646854,0.0009110564,0.0001804084,0.004178499,0.001036161,0.0005420196,0.0001572452,0.0008528979,0.00003941997],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005478797,"about_ca_system_score_gemma":0.01037144,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.021062,"about_ca_topic_score_gemma":0.005889768,"domain_scores_codex":[0.9960624,0.0008293525,0.00047851,0.001188593,0.0004076471,0.001033489],"domain_scores_gemma":[0.9970185,0.0006936163,0.0009340527,0.0005930739,0.0002018405,0.000558948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009748044,0.0005633164,0.2589079,0.0002128244,0.0002322651,0.00001838327,0.004263557,0.0001586869,0.0007146857,0.0004377884,0.6975833,0.03680988],"study_design_scores_gemma":[0.002920692,0.0001850415,0.6991702,0.003165564,0.0002367208,0.000008984495,0.01928832,0.001041131,0.0002031528,0.003684819,0.268392,0.001703334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1294586,0.0035724,0.0009526782,0.002290941,0.00122462,0.004985699,0.00225801,0.0006469374,0.8546101],"genre_scores_gemma":[0.7208679,0.001406394,0.03687748,0.00230692,0.0008826352,0.0008297305,0.00208874,0.002383759,0.2323564],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6222537,"threshold_uncertainty_score":0.999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805640605259451,"score_gpt":0.3304579924837499,"score_spread":0.3124015864311554,"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."}}