{"id":"W4283022321","doi":"10.1007/s40572-022-00364-6","title":"Aquaculture Production and Value Chains in the COVID-19 Pandemic","year":2022,"lang":"en","type":"review","venue":"Current Environmental Health Reports","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"School of Life and Environmental Sciences, Deakin University; Fisheries and Oceans Canada; Deakin University","keywords":"Aquaculture; Business; Supply chain; Pandemic; Production (economics); Natural resource economics; Distribution (mathematics); Government (linguistics); Outbreak; Coronavirus disease 2019 (COVID-19); Environmental resource management; Marketing; Fishery; Economics; Biology; Fish <Actinopterygii>; Disease; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001014744,0.0008002395,0.001025391,0.003098782,0.000356499,0.002412301,0.0006767703,0.001297342,0.00419257],"category_scores_gemma":[0.002953241,0.0002987452,0.0008159563,0.004218628,0.0005134132,0.001882585,0.0008735117,0.0008746418,0.0006774799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001297154,"about_ca_system_score_gemma":0.004313797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004992276,"about_ca_topic_score_gemma":0.007269519,"domain_scores_codex":[0.9993998,0.000156314,0.0001032937,0.00007266288,0.0002150872,0.00005295909],"domain_scores_gemma":[0.9984322,0.000810885,0.0003740157,0.00002572597,0.000305401,0.00005182544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006200721,0.0000713587,0.001260644,0.1129668,0.0004283217,0.0003104223,0.0002632155,0.00101793,0.0004106594,0.01292837,0.03474323,0.835537],"study_design_scores_gemma":[0.00001146209,0.00009324987,0.004303144,0.06708249,0.0005143702,0.0009021811,0.0005149987,0.0002520081,0.0002999085,0.003512485,0.9224782,0.0000355208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002257051,0.9980689,0.00005889419,0.0005170557,0.0001176504,0.000006040539,0.00003043421,0.000003197089,0.0009720635],"genre_scores_gemma":[0.001842337,0.9977263,0.00008224465,0.0001237524,0.00006139992,0.000004682305,0.00002269117,6.497325e-7,0.0001360689],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004992276,"threshold_uncertainty_score":0.01402551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1387109175367421,"score_gpt":0.364776038306149,"score_spread":0.2260651207694069,"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."}}