{"id":"W2080400592","doi":"10.1093/cdj/bst022","title":"Fishing in troubled waters: oil production, seaweed and community-level grievances in the Western Region of Ghana","year":2013,"lang":"en","type":"article","venue":"Community Development Journal","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sargassum; Livelihood; Fishing; Government (linguistics); Overfishing; Artisanal fishing; Oil production; Geography; Fishery; Business; Algae; Engineering; Ecology; Agriculture; Biology; 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":[0.004381824,0.0001707394,0.0004036227,0.0003798235,0.0006760447,0.000225696,0.0007368696,0.00008157195,0.00002950762],"category_scores_gemma":[0.0002462991,0.0001427021,0.00004101281,0.0002552068,0.00009101279,0.0006569001,0.0002313912,0.001742303,0.00002004462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002324165,"about_ca_system_score_gemma":0.00004859912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003486454,"about_ca_topic_score_gemma":0.002478815,"domain_scores_codex":[0.9980143,0.000420925,0.001059553,0.0001265523,0.00006399189,0.0003146826],"domain_scores_gemma":[0.9988334,0.0002401773,0.0004761749,0.0003313482,0.00005370177,0.00006526728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000563722,0.0004060247,0.811899,0.0001626114,0.00008280839,0.000007892207,0.1255875,0.00007007713,0.00002241673,0.0001391598,0.001565852,0.06000027],"study_design_scores_gemma":[0.001116089,0.00005237856,0.9626049,0.0002681045,0.000002404798,0.0001421373,0.01751602,0.00003944937,0.0001043097,0.004110448,0.01376241,0.0002813367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993152,0.0005065948,0.00003397962,0.003866736,0.0002120736,0.0001410536,0.000001699588,0.000006644762,0.002079251],"genre_scores_gemma":[0.9969686,0.0004768414,0.00106689,0.0003171809,0.00003046597,0.00002284227,0.00000873021,0.00001188891,0.001096506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507059,"threshold_uncertainty_score":0.7569536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011691575878698,"score_gpt":0.2383763507006246,"score_spread":0.1372071931127548,"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."}}