{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408392,0.0001484693,0.0002521529,0.0002873397,0.0008067767,0.000168124,0.0005049059,0.0001838388,0.0002285922],"category_scores_gemma":[0.0003464983,0.0001358724,0.00005672542,0.001004342,0.001213738,0.0004244162,0.000120837,0.000112171,0.000003106563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008161416,"about_ca_system_score_gemma":0.001490274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002143721,"about_ca_topic_score_gemma":0.0006060476,"domain_scores_codex":[0.9985742,0.0001336848,0.0004801936,0.0001862703,0.0002126716,0.000412959],"domain_scores_gemma":[0.9982617,0.0005769092,0.0002250062,0.00015268,0.000760762,0.00002298042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003316732,0.0001197463,0.001350129,0.0006231284,0.00005037793,1.641982e-7,0.003683329,0.0000151644,0.00003725873,0.9204114,0.007234882,0.06644123],"study_design_scores_gemma":[0.0004172386,0.00009619342,0.0003407769,0.0002983991,0.00003389129,3.028339e-8,0.1815875,0.0007105173,0.001224345,0.1028429,0.7123106,0.0001377054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4605737,0.001699888,0.08008038,0.0182142,0.001212867,0.003072334,0.00003438281,0.0001049775,0.4350073],"genre_scores_gemma":[0.8382123,0.00009595211,0.002037769,0.0001522777,0.00004184931,0.0003149589,0.0000536414,0.000004042098,0.1590872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8175685,"threshold_uncertainty_score":0.6205156,"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."}}