{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001887808,0.000760653,0.0008525061,0.0005123258,0.0005311658,0.0004340014,0.0007707898,0.0009958623,0.008690991],"category_scores_gemma":[0.00003938552,0.0006767713,0.000499174,0.00004045562,0.0002039943,0.0003417536,0.00110396,0.003226367,0.005523705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008832057,"about_ca_system_score_gemma":0.001013695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048286,"about_ca_topic_score_gemma":0.0002168113,"domain_scores_codex":[0.9955114,0.0002264011,0.001189762,0.00122313,0.0008911131,0.0009581713],"domain_scores_gemma":[0.9969584,0.0003558015,0.0004191892,0.001650473,0.0002100231,0.0004061547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004034552,0.00001746703,0.0000123496,0.0007742227,0.0003362594,0.00008263304,0.001046667,4.664136e-7,0.000004119154,0.4222056,0.5617676,0.0137122],"study_design_scores_gemma":[0.0004264269,0.00008468202,0.00001281543,0.0006757935,0.00027021,0.00000131117,0.0007923729,0.0000127368,7.821395e-7,0.1384438,0.8587431,0.000535992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004380483,0.0002105652,0.0001466508,0.001885434,0.005846508,0.002384629,0.0001054141,0.0007473948,0.9886296],"genre_scores_gemma":[0.001352515,0.000008122691,0.0001900329,0.003700516,0.001043145,0.0004806523,0.0001982597,0.0002666383,0.9927601],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2969755,"threshold_uncertainty_score":0.9995683,"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."}}