{"id":"W1557459515","doi":"","title":"Territorial Transformation in El Pangui, Ecuador","year":2010,"lang":"en","type":"dissertation","venue":"Research Explorer (The University of Manchester)","topic":"Mining and Resource Management","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frontier; Indigenous; Foothills; Geography; Scholarship; Political science; Scale (ratio); Field research; Economy; Diversity (politics); Economic geography; Sociology; Social science; Archaeology; Cartography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006311768,0.0001520154,0.0002128892,0.0004772653,0.0001265317,0.00002265187,0.000545622,0.0002785867,0.0001194954],"category_scores_gemma":[0.00002118581,0.0001429594,0.00009567913,0.0002448622,0.00009194962,0.000106635,0.00003875536,0.001044928,0.00008726095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128484,"about_ca_system_score_gemma":0.00003429297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004618063,"about_ca_topic_score_gemma":0.0001386888,"domain_scores_codex":[0.9987166,0.0001009759,0.0001752038,0.0001753204,0.0005137214,0.0003181732],"domain_scores_gemma":[0.9994123,0.00008909453,0.00003860737,0.0003218096,0.00007939401,0.00005881862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006026955,0.0002007243,0.000301783,0.003804057,0.0002934619,0.0001381585,0.8882253,0.003430973,0.005273829,0.0005318564,0.01286931,0.08432791],"study_design_scores_gemma":[0.003357343,0.0002783617,0.03601046,0.001895663,0.000143779,0.000003028405,0.6011578,0.009812726,0.008999405,0.0006413447,0.3366278,0.001072238],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897708,0.0001184645,0.00005731648,0.00009675634,0.0007500551,0.0004095481,0.000006942455,0.00006480087,0.008725272],"genre_scores_gemma":[0.998673,0.0003618204,0.00005799901,0.000001850353,0.0002702099,0.000004288937,0.0001740416,0.00003075286,0.000426056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3237585,"threshold_uncertainty_score":0.5829716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001299350097415,"score_gpt":0.2656291862657977,"score_spread":0.2356161927648235,"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."}}