{"id":"W2075781425","doi":"10.1068/a45311","title":"Performative Vulnerability: Climate Change Adaptation Policies and Financing in Kiribati","year":2013,"lang":"en","type":"article","venue":"Environment and Planning A Economy and Space","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vulnerability (computing); Performative utterance; Climate change; Performativity; Technocracy; Government (linguistics); Adaptation (eye); Political economy of climate change; Governmentality; Political science; Environmental resource management; Political economy; Sociology; Economics; Politics; Ecology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0004410844,0.00008357682,0.0001066928,0.00006495167,0.0003993935,0.0001013935,0.00002107159,0.00006961323,0.00005085568],"category_scores_gemma":[0.00003124361,0.00008623223,0.00000769804,0.00003478669,0.0001257649,0.0007096364,0.00002450153,0.0001011338,0.000007524352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005297842,"about_ca_system_score_gemma":0.000006460544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002682271,"about_ca_topic_score_gemma":0.001489248,"domain_scores_codex":[0.9994122,0.00008564725,0.0001212893,0.0001533735,0.00004759636,0.0001798664],"domain_scores_gemma":[0.9996775,0.0001492111,0.0000701029,0.00004161714,0.000005586031,0.00005599035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000007761651,0.00001194353,0.4734208,0.00003117448,0.000003656933,4.96106e-7,0.5054824,0.0001219183,0.00001934166,0.003113848,0.00004835207,0.01773828],"study_design_scores_gemma":[0.0002898716,0.00004658063,0.8004297,0.00006146826,0.000007064952,9.37673e-7,0.1764661,0.01443901,0.00001151437,0.001194689,0.006879193,0.0001739395],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938616,0.0005823394,0.0000869525,0.002666281,0.00002357255,0.0003153364,0.000004176029,0.00001266393,0.002447038],"genre_scores_gemma":[0.9971081,0.002141834,0.0003363171,0.0001543789,0.00006988691,0.00007094022,0.0000120742,0.000004095552,0.000102389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290164,"threshold_uncertainty_score":0.4054809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08601991399990881,"score_gpt":0.2715831194150485,"score_spread":0.1855632054151397,"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."}}