{"id":"W4308423613","doi":"10.2458/jpe.5375","title":"Coastal erosion narratives in the Gulf of Mexico: implications for climate change governance","year":2022,"lang":"en","type":"article","venue":"Journal of Political Ecology","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Coastal erosion; Climate change; Narrative; Erosion; Geography; Local government; Environmental resource management; Environmental planning; Environmental science; Oceanography; Geology; Archaeology","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":[0.001425118,0.00005225327,0.0001680969,0.00006638793,0.0003678176,0.00001304125,0.0002500678,0.00004515754,0.0001232706],"category_scores_gemma":[0.0005794159,0.0000426299,0.00008116311,0.0001973714,0.0002127668,0.0001610066,0.00004213183,0.0001488705,8.431876e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002586615,"about_ca_system_score_gemma":0.0001791924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004566043,"about_ca_topic_score_gemma":0.01698908,"domain_scores_codex":[0.9985817,0.0004192411,0.0003931398,0.00007730832,0.000218081,0.0003104986],"domain_scores_gemma":[0.9984558,0.0008510971,0.0003764373,0.00006990933,0.0001904509,0.00005626338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004883446,0.0001927489,0.02195499,0.000009958473,0.000004779612,0.000001121001,0.02757476,0.00001558798,0.000633152,0.9486979,0.0006604587,0.0002057426],"study_design_scores_gemma":[0.000730683,0.0008294743,0.7977074,0.00001343293,0.0000219538,0.00002514863,0.1003369,0.00007410678,0.00005384094,0.08696733,0.01315338,0.00008636346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8799627,0.0001035093,0.000329983,0.1165625,0.0004559626,0.0005162474,0.0003242036,0.000005185168,0.001739705],"genre_scores_gemma":[0.9981316,0.00009637691,0.0002885515,0.001102936,0.0002517303,0.00009574177,0.000007809545,0.000004966149,0.00002028503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8617305,"threshold_uncertainty_score":0.9480306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277797332628449,"score_gpt":0.3815147241121283,"score_spread":0.2537349908492834,"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."}}