{"id":"W4388873717","doi":"10.1145/3625469.3625510","title":"Social Vulnerability Assessment Based on Projection Pursuit Dynamic Cluster Model","year":2023,"lang":"en","type":"article","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Projection pursuit; Vulnerability (computing); Vulnerability assessment; Dynamic assessment; Computer science; Projection (relational algebra); Social vulnerability; Cluster (spacecraft); Artificial intelligence; Computer security; Psychology; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001761834,0.0007828037,0.000840784,0.001314144,0.0009029468,0.001647632,0.001455181,0.0006734183,0.001782023],"category_scores_gemma":[0.003269588,0.0003327746,0.0009727519,0.001600982,0.001031005,0.001677839,0.0023248,0.001220995,0.0001888414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453307,"about_ca_system_score_gemma":0.002008124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01420419,"about_ca_topic_score_gemma":0.008625826,"domain_scores_codex":[0.9985105,0.0005438486,0.00005678911,0.0002843198,0.0004471097,0.0001574083],"domain_scores_gemma":[0.9991415,0.0003367173,0.00008747055,0.0000471124,0.0003178394,0.00006933771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000626522,0.00004616591,0.004045373,0.00009710454,0.0001188074,0.0001252119,0.0002728853,0.8875805,0.001272125,0.04730305,0.001380622,0.05769551],"study_design_scores_gemma":[0.000003364661,0.0000164625,0.0003798322,0.000005626724,0.000009439522,0.00001633486,0.0000443334,0.9878268,0.0001381805,0.01120721,0.0003418156,0.00001064393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02763607,0.0001655387,0.9683715,0.0002329287,0.00002242384,0.00008880759,0.00007054537,0.00008303371,0.00332928],"genre_scores_gemma":[0.8519835,0.0004748013,0.141984,0.00008138432,0.00003874286,0.0004025984,0.0002784266,0.00004605917,0.004710402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01420419,"threshold_uncertainty_score":0.02824301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437103761393561,"score_gpt":0.4083062208081459,"score_spread":0.3645958446687899,"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."}}