{"id":"W3165081356","doi":"10.21061/aaec-238np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA North Central Aquaculture Region: Quarter 1 Results March 23, 2020 to April 10, 2020","year":2021,"lang":"en","type":"report","venue":"","topic":"Innovations in Aquaponics and Hydroponics Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Quarter (Canadian coin); Aquaponics; Coronavirus disease 2019 (COVID-19); Fishery; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Fish <Actinopterygii>; Biology; Outbreak; Virology; Archaeology; Medicine; Infectious disease (medical specialty)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001576654,0.0007704617,0.001148404,0.00009484828,0.0003787573,0.0003953046,0.001012489,0.0008368622,0.0002748285],"category_scores_gemma":[0.001618611,0.0002795765,0.0002696999,0.003296504,0.0001554261,0.0001281779,0.0002376679,0.0009204035,0.00003779143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004213552,"about_ca_system_score_gemma":0.0009067449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01175042,"about_ca_topic_score_gemma":0.1043304,"domain_scores_codex":[0.9939817,0.0004658405,0.001718741,0.001329657,0.001608148,0.0008959297],"domain_scores_gemma":[0.9963605,0.0005976138,0.0008806347,0.0005072237,0.001273477,0.0003805363],"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":[0.0007926732,0.000735844,0.004695816,0.0007440255,0.0002441751,0.0005544365,0.00187574,0.0001729051,0.001169357,0.001703454,0.9857027,0.001608878],"study_design_scores_gemma":[0.0007941742,0.0007457922,0.04228337,0.0005576389,0.00007681779,0.0002859046,0.003070285,0.00007635531,0.00008528894,0.000117377,0.9509569,0.0009501277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7910947,0.007847377,0.0000413508,0.1419456,0.003031215,0.007140111,0.005621362,0.0003016174,0.04297667],"genre_scores_gemma":[0.972904,0.006328166,0.00006432501,0.002316545,0.0009783017,0.0000821939,0.01021362,0.00001220544,0.007100618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1818093,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04830174434196741,"score_gpt":0.2883810226115328,"score_spread":0.2400792782695654,"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."}}