{"id":"W3105418340","doi":"10.1177/1473325020973316","title":"Where has vulnerability gone?","year":2020,"lang":"en","type":"article","venue":"Qualitative Social Work","topic":"Leadership, Courage, and Heroism Studies","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Vulnerability (computing); Sociology; Politics; Narrative; Social vulnerability; Vulnerability assessment; Environmental ethics; Political science; Social psychology; Psychology; Psychological resilience; Law; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006745055,0.0002149217,0.0004119923,0.00002012061,0.0008494373,0.000049971,0.0002013984,0.0001700566,0.003571875],"category_scores_gemma":[0.0003011046,0.0002053803,0.0001987704,0.0005877803,0.0006352226,0.00007008746,0.00004966086,0.0004681663,0.00249191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000610585,"about_ca_system_score_gemma":0.00003685212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000739309,"about_ca_topic_score_gemma":0.00005695934,"domain_scores_codex":[0.9969307,0.001628111,0.0003246672,0.0004541696,0.0002383332,0.0004240419],"domain_scores_gemma":[0.9986778,0.0008083621,0.000128685,0.0001479234,0.0001147144,0.0001225437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001714883,0.00007413526,0.0005377344,0.00003543022,0.0001915092,0.000006860271,0.7718202,2.948887e-7,0.000009291112,0.03010489,0.194915,0.002133187],"study_design_scores_gemma":[0.0006950938,0.0001321315,0.007975222,0.00001277624,0.00003833287,1.546769e-7,0.898173,2.578003e-7,0.000005258503,0.009669487,0.08301193,0.0002863307],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4481613,0.004543112,0.001910003,0.4314653,0.001747438,0.0007119778,0.00009855929,0.0005427975,0.1108195],"genre_scores_gemma":[0.9923066,0.000005460622,0.0002403008,0.00156033,0.001250346,0.00006895581,0.000008355467,0.00003145149,0.00452814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5441454,"threshold_uncertainty_score":0.9982848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2847398388042515,"score_gpt":0.446803346376002,"score_spread":0.1620635075717505,"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."}}