{"id":"W4415620385","doi":"10.1080/16544951.2025.2578899","title":"Climate change, vulnerability, and cultural loss <sup>1</sup>","year":2025,"lang":"en","type":"article","venue":"Ethics & Global Politics","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Relocation; Refugee; Dilemma; Deliberation; Obligation; Forced migration; Community cohesion; Moral obligation; Livelihood","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":[0.001544858,0.0001831674,0.0002058221,0.00005423903,0.001277019,0.0002859014,0.0002326493,0.000437776,0.00003815708],"category_scores_gemma":[0.002019023,0.0001876876,0.00006654159,0.000485379,0.0009732181,0.0003984267,0.000154319,0.0004591148,0.00003578998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005829134,"about_ca_system_score_gemma":0.0003262277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01048044,"about_ca_topic_score_gemma":0.01836517,"domain_scores_codex":[0.997626,0.0004982579,0.0003112901,0.000344401,0.0005382738,0.0006817444],"domain_scores_gemma":[0.998411,0.0005120386,0.00008587538,0.0002280378,0.0005648024,0.0001982174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005782408,0.00003761684,0.02205193,0.00008960691,0.00001118702,0.000002476804,0.04476172,0.00001270299,0.000002740499,0.9308473,0.001000442,0.00117653],"study_design_scores_gemma":[0.001051751,0.00009833594,0.0632547,0.0003867865,0.0001886989,0.000009005231,0.1212474,0.002550442,0.00005997085,0.6306739,0.179647,0.0008320097],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8276338,0.0009489935,0.0001911655,0.08049949,0.0008381334,0.000761903,0.0004979954,0.0003186536,0.08830986],"genre_scores_gemma":[0.9907846,0.001958596,0.0004665398,0.005355213,0.0006705414,0.00003030927,0.0000627641,0.000009216013,0.0006621892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3001733,"threshold_uncertainty_score":0.9995471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706411799071622,"score_gpt":0.426622420247751,"score_spread":0.2559812403405888,"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."}}