{"id":"W4417266948","doi":"10.1051/e3sconf/202567708001","title":"Disaster mitigation for vulnerable communities: Technological innovation for sustainable development","year":2025,"lang":"fr","type":"article","venue":"E3S Web of Conferences","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Vulnerability (computing); Sustainable development; Disaster mitigation; Resilience (materials science); Technocracy; Disaster risk reduction; Citizen journalism; Warning system; Conceptual framework; Emergency management","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":[0.003306231,0.0003727052,0.0004534837,0.007351935,0.002655663,0.01041639,0.0006590249,0.001213355,0.004659416],"category_scores_gemma":[0.006328796,0.0001870331,0.0005919961,0.01070261,0.00356707,0.007484859,0.005457295,0.001174866,0.0004554375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002881051,"about_ca_system_score_gemma":0.009048332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001386804,"about_ca_topic_score_gemma":0.002824162,"domain_scores_codex":[0.9977589,0.0009976859,0.000209244,0.0001886112,0.0006050959,0.0002405579],"domain_scores_gemma":[0.9949492,0.003281017,0.0007999823,0.0002524446,0.0004372589,0.0002800131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001002619,0.0001571872,0.02566995,0.0176598,0.0001997364,0.00210365,0.0522893,0.001705676,0.003723013,0.2358559,0.009954902,0.6505806],"study_design_scores_gemma":[0.00002119027,0.0001953256,0.05475594,0.02347514,0.0003263784,0.002965911,0.1557131,0.003097974,0.003037155,0.1942736,0.5620294,0.0001088211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2543769,0.1653187,0.04219881,0.0819959,0.00180758,0.0007985319,0.0008084431,0.0002846908,0.4524104],"genre_scores_gemma":[0.8928765,0.07736886,0.02016261,0.001536427,0.0003947306,0.0003486201,0.0001810702,0.0000351745,0.00709586],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01041639,"threshold_uncertainty_score":0.02090359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460685903972456,"score_gpt":0.317126075328524,"score_spread":0.2825192162887994,"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."}}