{"id":"W4205838369","doi":"10.21061/aaec-243np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA Western 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":"Aquaponics; Aquaculture; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Fishery; 2019-20 coronavirus outbreak; Fish <Actinopterygii>; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Biology; Agricultural science; Outbreak; Virology; Medicine; Archaeology; 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":[0.002378298,0.00077602,0.001211848,0.0001058545,0.0003467327,0.0004584556,0.001068102,0.0009974764,0.0002467538],"category_scores_gemma":[0.001599317,0.0002788506,0.0002516256,0.002924256,0.0001538615,0.0001348648,0.0002809824,0.0008970984,0.0000652767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000349691,"about_ca_system_score_gemma":0.0007331441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009718067,"about_ca_topic_score_gemma":0.05483542,"domain_scores_codex":[0.994034,0.0005075222,0.001764681,0.001360348,0.001619188,0.0007142893],"domain_scores_gemma":[0.9960977,0.0007488213,0.0009305925,0.000558931,0.001353695,0.0003102253],"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":[0.000830662,0.0007823138,0.002656089,0.0009848659,0.0002719983,0.0006237627,0.002118993,0.00008888105,0.003238756,0.001658125,0.9848774,0.001868146],"study_design_scores_gemma":[0.0007652286,0.0007844922,0.01147205,0.0008151912,0.00007058396,0.0003689589,0.003349463,0.00004006883,0.0001316566,0.0001729635,0.9811258,0.0009034884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6209379,0.01302476,0.00006699078,0.2743661,0.003647252,0.009358224,0.004998235,0.0004281299,0.07317247],"genre_scores_gemma":[0.9646323,0.00667134,0.00006581314,0.003544758,0.001047734,0.0001234691,0.007223538,0.00001549305,0.01667553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3436944,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05832660389530779,"score_gpt":0.3077103196621755,"score_spread":0.2493837157668677,"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."}}