{"id":"W4285033404","doi":"10.4324/9781003205296-5","title":"Storying Vulnerability","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Computer science; Computer security","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":[0.003527251,0.00159095,0.0006920221,0.00186927,0.01903107,0.01146042,0.001975297,0.003416863,0.0115077],"category_scores_gemma":[0.00965566,0.0004387347,0.0006898275,0.00155217,0.03274776,0.01789232,0.01906597,0.007278603,0.002144482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006883389,"about_ca_system_score_gemma":0.003993116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005562389,"about_ca_topic_score_gemma":0.00795625,"domain_scores_codex":[0.9935181,0.004292912,0.0001108319,0.0004785558,0.0008402197,0.0007593898],"domain_scores_gemma":[0.9954209,0.002481861,0.0003807858,0.0004455158,0.0004578839,0.000812982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003164616,0.00001833701,0.001001645,0.0001572999,0.00001335445,0.001759966,0.6928777,0.0001961864,0.0004608889,0.2600042,0.02847047,0.0150083],"study_design_scores_gemma":[0.00000300704,0.00002253857,0.000257883,0.0002992827,0.000006945643,0.001443009,0.3469479,0.0001259979,0.0003054788,0.03507195,0.6154953,0.00002072817],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.146534,0.01363443,0.03225739,0.09357465,0.005543571,0.0002091059,0.0003927954,0.0005358411,0.7073182],"genre_scores_gemma":[0.8695791,0.00771552,0.005210182,0.008308999,0.0006959196,0.0002099521,0.0002574665,0.0003668414,0.107656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01903107,"threshold_uncertainty_score":0.04994267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326972474018137,"score_gpt":0.3062610989193577,"score_spread":0.2629913741791763,"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."}}