{"id":"W4405790520","doi":"10.52609/jmlph.v5i1.170","title":"Strengthening Disaster Risk Communication: Insights from Emergency Operation Centers in Saudi Arabia","year":2024,"lang":"en","type":"article","venue":"The Journal of Medicine Law & Public Health","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CLARITY; Transparency (behavior); Consistency (knowledge bases); Context (archaeology); Public relations; Emergency management; Agency (philosophy); Resilience (materials science); Business; Process management; Psychology; Political science; Computer security; Computer science; Geography; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004466093,0.0000854563,0.0001977542,0.0001199041,0.0004707521,0.0000840553,0.0006123545,0.00003294687,0.0003885225],"category_scores_gemma":[0.0001856686,0.00004799127,0.00003833211,0.0004284678,0.000362829,0.0006894118,0.0000582618,0.0004067061,0.00001104799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149024,"about_ca_system_score_gemma":0.0002294306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01321344,"about_ca_topic_score_gemma":0.02674838,"domain_scores_codex":[0.9967805,0.00158672,0.0006817897,0.00009494208,0.0006149882,0.0002410183],"domain_scores_gemma":[0.998934,0.0002918508,0.0003110261,0.000214238,0.00007351644,0.0001754272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004104985,0.0001491526,0.005832892,0.00006497541,0.0001098699,0.000009796871,0.6370487,0.0001293715,0.00003245444,0.2221646,0.04279341,0.09162365],"study_design_scores_gemma":[0.001041631,0.0003250154,0.0156607,0.001214344,0.00005913628,0.000004149468,0.1711627,0.001282951,0.000001328929,0.01859241,0.7904897,0.0001659009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5603236,0.01928758,0.001666951,0.3730065,0.002168628,0.0003348653,0.000003297696,0.00003683355,0.04317176],"genre_scores_gemma":[0.9829113,0.01481209,0.00007143478,0.001203151,0.0006186759,0.000001502237,0.000004783506,0.000006782008,0.0003702187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7476963,"threshold_uncertainty_score":0.9933577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04315506401834966,"score_gpt":0.3488930448591883,"score_spread":0.3057379808408386,"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."}}