{"id":"W2142670892","doi":"10.1111/j.1753-5131.2011.01046.x","title":"Striped catfish farming in the Mekong Delta, Vietnam: a tumultuous path to a global success","year":2011,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deakin University; Australian Agency for International Development; European Commission; University of Ottawa; United States Agency for International Development","keywords":"Catfish; Livelihood; Aquaculture; Agriculture; Vietnamese; Mekong delta; Mekong river; Fishery; Production (economics); Business; Geography; Agricultural science; Agricultural economics; Economics; Biology; Water resource management; Fish <Actinopterygii>; Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008490149,0.0001945928,0.000329186,0.0000201429,0.0001264366,0.00001836607,0.0005892544,0.00008321629,0.000427194],"category_scores_gemma":[0.0001642574,0.0001166144,0.00006825438,0.0007236041,0.00007486105,0.0001617164,0.0002968628,0.0001985451,0.0004741829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001699276,"about_ca_system_score_gemma":0.000003694164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008837116,"about_ca_topic_score_gemma":0.0547677,"domain_scores_codex":[0.9985129,0.0002358018,0.000358593,0.0003640369,0.000166538,0.0003621174],"domain_scores_gemma":[0.9995615,0.00001996637,0.00009475207,0.0002729768,0.000004808051,0.00004600863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002165566,0.0002845824,0.8564206,0.00009843821,0.00001443976,0.000111852,0.0145067,0.00002348004,0.00001441154,0.0005585548,0.1071563,0.02078895],"study_design_scores_gemma":[0.0002872512,0.00005532212,0.7907388,0.0001325077,0.00002668826,0.000007909089,0.001351136,0.00001936158,0.000003918115,0.0003399513,0.2068122,0.0002249444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7910846,0.005323498,0.0002610949,0.003508609,0.0003402311,0.005067961,0.00002528719,0.00007201501,0.1943167],"genre_scores_gemma":[0.9841937,0.003919011,0.001865412,0.008941734,0.00003451656,0.0005536359,0.000009863461,0.000009287051,0.0004728675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1938439,"threshold_uncertainty_score":0.9624803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03221591014512856,"score_gpt":0.2767390460657007,"score_spread":0.2445231359205721,"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."}}