{"id":"W4403134979","doi":"10.1007/s10745-024-00536-y","title":"Ripples of Change: Introduced Fish, Ethnic Minority Farmers, and Lively Commodity Chains in Upland Vietnam","year":2024,"lang":"en","type":"article","venue":"Human Ecology","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council","keywords":"Ethnic group; Commodity chain; Commodity; Fish <Actinopterygii>; Geography; Fishery; Economics; Sociology; Market economy; Anthropology; Biology; Production (economics)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005484786,0.00009749902,0.0002593078,0.00008678147,0.0004882897,0.00001240335,0.00012216,0.0001377492,0.0002453209],"category_scores_gemma":[0.00008635619,0.00009087379,0.00004167043,0.0001377911,0.0006792841,0.00009621627,0.00006709083,0.0002103575,0.000008335204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008880261,"about_ca_system_score_gemma":0.00004347549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000515388,"about_ca_topic_score_gemma":0.2681289,"domain_scores_codex":[0.9990045,0.0002518477,0.0001700489,0.0002408656,0.00009379617,0.0002389139],"domain_scores_gemma":[0.9997279,0.00005467022,0.00004871845,0.00008575393,0.00003607786,0.00004686768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004644719,0.0003381179,0.1083682,0.0004694522,0.000167249,0.00007489826,0.6462733,9.751213e-7,0.0008145166,0.191258,0.03932039,0.01286842],"study_design_scores_gemma":[0.0005456876,0.00031007,0.7691948,0.00006239439,0.000065733,0.000004334771,0.04471646,0.00001822273,0.0000157579,0.003176912,0.1815745,0.0003151888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755964,0.003715003,0.00000113149,0.005141368,0.0006793205,0.0003087282,0.00003325287,0.00005247874,0.01447235],"genre_scores_gemma":[0.9978701,0.000385205,0.0000120221,0.0001866182,0.0003595645,0.00004879474,0.000009635386,0.000004442911,0.001123657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6608266,"threshold_uncertainty_score":0.7452258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084808519208135,"score_gpt":0.3571210693199747,"score_spread":0.2486402173991612,"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."}}