{"id":"W4235305001","doi":"10.5751/es-12815-170101","title":"Double exposure to capitalist expansion and climatic change: a study of vulnerability on the Ghanaian coastal commodity frontier","year":2022,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johns Hopkins University","keywords":"Frontier; Commodity; Agriculture; Vulnerability (computing); Knot (papermaking); Geography; Fishery; Ecology; Economics; Biology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004309975,0.0001877818,0.0002475298,0.0008180793,0.000721744,0.0009963732,0.0003007322,0.0006630913,0.003045982],"category_scores_gemma":[0.002014838,0.0001657525,0.0002240145,0.001813895,0.001084094,0.001335894,0.001308278,0.0006767555,0.0002811707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164636,"about_ca_system_score_gemma":0.0004278154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02963391,"about_ca_topic_score_gemma":0.03335025,"domain_scores_codex":[0.9997998,0.00006217798,0.000006939038,0.00002995714,0.00001552811,0.000085672],"domain_scores_gemma":[0.9987807,0.0004699485,0.0004065465,0.0000646995,0.00005981049,0.0002183198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001593852,0.0001573837,0.9761671,0.00002057965,0.00006675436,0.001830828,0.01135022,0.0008257868,0.0004713375,0.001542593,0.0004098993,0.006998113],"study_design_scores_gemma":[0.000004818483,0.00005628252,0.9804704,0.00001414504,0.00001451271,0.0002661422,0.01679419,0.001070946,0.00005504888,0.0006102826,0.0006365526,0.000006758382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995399,0.00003956618,0.00002521567,0.00007643503,5.188635e-7,0.000001420517,0.00003072421,3.791622e-7,0.0002859135],"genre_scores_gemma":[0.9997861,0.00003979161,0.0000165978,0.000007734529,0.000001451231,0.000001921165,0.00003301739,7.892328e-7,0.0001125943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02963391,"threshold_uncertainty_score":0.05892283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04628890153907281,"score_gpt":0.2381021693461768,"score_spread":0.191813267807104,"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."}}