{"id":"W2509549946","doi":"","title":"Information Access Survey: Vietnam","year":2021,"lang":"en","type":"book","venue":"AquaDocs  (United Nations Educational, Scientific and Cultural Organization)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan International Research Center for Agricultural Sciences; Medical Research Council; International Development Research Centre; Kementerian Sumber Asli dan Alam Sekitar; Danish International Development Agency; Ministry of Agriculture and Rural Development; Direktoratet for Utviklingssamarbeid; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Business; Government (linguistics); Poverty; Water resources; Water sector; Vietnamese; Environmental resource management; Aquaculture; Economic growth; Environmental planning; Fishery; Geography; Fish <Actinopterygii>; Economics; Ecology","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":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000340944,0.0003189688,0.0002604612,0.00119266,0.001972301,0.001430044,0.0004511107,0.0001806911,0.01064546],"category_scores_gemma":[0.001039838,0.0002911889,0.0000537152,0.009085014,0.0003534693,0.002514817,0.0006907494,0.0002243778,0.002047052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003898121,"about_ca_system_score_gemma":0.0003956189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002849739,"about_ca_topic_score_gemma":0.001775081,"domain_scores_codex":[0.9980346,0.00009024399,0.000511776,0.0004495903,0.0006657086,0.0002480594],"domain_scores_gemma":[0.9976901,0.000202208,0.0003902568,0.0003396295,0.001220891,0.0001568581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000145145,0.0000714076,0.01792692,0.00005649952,0.00005078331,3.317645e-7,0.0009393984,0.00004621652,0.00001653058,0.01651673,0.9635356,0.0008381038],"study_design_scores_gemma":[0.0001505087,0.000008984729,0.12496,0.0000588286,0.00006130996,0.00002053641,0.0003420945,0.00006758686,0.00001170403,0.001220859,0.8726646,0.0004329115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08847082,0.001198039,0.0008509092,0.02577139,0.01064548,0.002956655,0.002624949,0.0004162782,0.8670655],"genre_scores_gemma":[0.0218607,0.0004225569,0.0002374945,0.0004164644,0.0001810039,0.00004476097,0.06967188,0.00002906335,0.9071361],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1070331,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01812177804812378,"score_gpt":0.2493432890962788,"score_spread":0.2312215110481551,"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."}}