{"id":"W4406731045","doi":"10.23912/9781915097415-5866","title":"Vulnerability Assessment","year":2024,"lang":"en","type":"book-chapter","venue":"Goodfellow Publishers eBooks","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Development Research Centre","funders":"","keywords":"Vulnerability (computing); Computer science; Computer security","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":[0.001614937,0.0009777192,0.000473874,0.004420726,0.001233219,0.004166706,0.001132506,0.0007455336,0.1173306],"category_scores_gemma":[0.005550367,0.000302187,0.0005924389,0.002606784,0.0005338144,0.002980279,0.001947817,0.001020513,0.0347936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703522,"about_ca_system_score_gemma":0.002285384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003848343,"about_ca_topic_score_gemma":0.00713181,"domain_scores_codex":[0.9986155,0.0002262515,0.00007027999,0.0001430382,0.0008521175,0.00009280853],"domain_scores_gemma":[0.9982501,0.0004830097,0.0001032113,0.0001369081,0.0009330147,0.00009384605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003565746,0.00006538226,0.00297337,0.0005903334,0.00002209967,0.0001917214,0.001773707,0.002668288,0.0009624098,0.05520506,0.2957915,0.6397206],"study_design_scores_gemma":[0.000003216678,0.00004278748,0.004404844,0.0009696226,0.00001448749,0.0003430307,0.002836247,0.001746285,0.0008006156,0.0245527,0.9642457,0.00004045609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007077449,0.003116389,0.04697896,0.002707577,0.0009247029,0.000838714,0.004870241,0.001505046,0.931981],"genre_scores_gemma":[0.08191284,0.0106416,0.1077117,0.0011374,0.0003401664,0.00089739,0.01045872,0.001184414,0.7857158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1173306,"threshold_uncertainty_score":0.3925101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0737040338317276,"score_gpt":0.4067945509074121,"score_spread":0.3330905170756845,"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."}}