{"id":"W4238723888","doi":"10.32920/ryerson.14663205","title":"The Influence of Discourses of Vulnerability and Resiliency on Climate Change Migrants' Agency: 'Migration With Dignity' in Kiribati","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Vulnerability (computing); Climate change; Agency (philosophy); Dignity; Climate justice; Political science; Geography; Development economics; Environmental resource management; Sociology; Social science; Ecology; Economics","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":[0.001682689,0.0002135243,0.0003695714,0.0001397283,0.0003254011,0.0001056593,0.0002721089,0.0001944377,0.00002259789],"category_scores_gemma":[0.0007385544,0.0001506227,0.00006082199,0.0003919174,0.0007702999,0.000364744,0.0001468079,0.0002706571,5.797224e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243868,"about_ca_system_score_gemma":0.0002957385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04244861,"about_ca_topic_score_gemma":0.671683,"domain_scores_codex":[0.997345,0.0006439721,0.0005950788,0.000461067,0.0006667139,0.0002881999],"domain_scores_gemma":[0.9978325,0.0006662915,0.0005720744,0.000455396,0.0004148215,0.00005896851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003078044,0.0005524193,0.562296,0.0008244922,0.00004284398,0.000004182539,0.3972648,0.001904582,0.001650409,0.01852513,0.00002969455,0.01659759],"study_design_scores_gemma":[0.0002338267,0.0001426758,0.9501467,0.0008892402,0.00003281843,2.629467e-7,0.04436686,0.000265933,0.001069367,0.002566813,0.0000505848,0.000234942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947725,0.0004642443,0.00003111576,0.002161372,0.0001021584,0.001153138,0.00006944375,0.00002579316,0.001220252],"genre_scores_gemma":[0.9923408,0.007090538,0.00018949,0.00003440077,0.00005070408,0.0001653687,0.00005827762,0.00001226279,0.00005813898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6292344,"threshold_uncertainty_score":0.9639278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09705831736554155,"score_gpt":0.3526149753400187,"score_spread":0.2555566579744772,"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."}}