{"id":"W4404321491","doi":"10.1016/j.ijdrr.2024.104962","title":"Disaster risk reduction education (DRRE) in elementary education of Pakistan: Challenges and scaling up endeavours","year":2024,"lang":"en","type":"article","venue":"International Journal of Disaster Risk Reduction","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"King Saud University","keywords":"Disaster risk reduction; Reduction (mathematics); Scaling; Environmental health; Engineering; Medicine; Environmental science; Environmental planning; Mathematics","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":[0.003215133,0.0004423359,0.0004891034,0.0007091596,0.002363294,0.002346789,0.00162213,0.001370033,0.01188464],"category_scores_gemma":[0.005756684,0.0002688632,0.0004351696,0.000822297,0.0008026845,0.001983148,0.00349752,0.00240069,0.0009429618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004074274,"about_ca_system_score_gemma":0.07928652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07289546,"about_ca_topic_score_gemma":0.07811741,"domain_scores_codex":[0.997901,0.0004371965,0.00008890685,0.0001921978,0.0002588395,0.001121865],"domain_scores_gemma":[0.9900383,0.001102465,0.0006450954,0.0001911299,0.001574467,0.006448626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000346381,0.006886457,0.1651281,0.006169126,0.00007466863,0.002747343,0.02066908,0.001022646,0.005094997,0.01274215,0.0315782,0.7475408],"study_design_scores_gemma":[0.0002836292,0.003965207,0.6248811,0.01100463,0.0001849497,0.001358123,0.173404,0.002023771,0.002574873,0.006761526,0.1733377,0.0002204712],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020476,0.01573841,0.002794117,0.1413226,0.001922687,0.0012577,0.001057937,0.0002212088,0.0336378],"genre_scores_gemma":[0.9627824,0.0110248,0.008738017,0.008445121,0.0002514138,0.0004493628,0.0004654059,0.00001414972,0.007829175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07289546,"threshold_uncertainty_score":0.1449423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01486506553228063,"score_gpt":0.3449312523569721,"score_spread":0.3300661868246915,"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."}}