{"id":"W4241672074","doi":"10.21061/aaec-240np","title":"Impacts of COVID-19 on U.S. aquaculture, aquaponics, and allied businesses located in the USDA Tropical and Subtropical 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":"U.S. Department of Agriculture","keywords":"Aquaponics; Aquaculture; Subtropics; Fishery; Coronavirus disease 2019 (COVID-19); Quarter (Canadian coin); Geography; Fish <Actinopterygii>; Environmental science; Biology; Archaeology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001102861,0.0006621809,0.001141378,0.00008444498,0.000323182,0.0003796248,0.0006681911,0.0009888872,0.000185437],"category_scores_gemma":[0.001957731,0.0002395601,0.000188598,0.001929599,0.000237083,0.0001001927,0.0002636068,0.0009276195,0.00001907921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002548913,"about_ca_system_score_gemma":0.0005195563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004839923,"about_ca_topic_score_gemma":0.02599793,"domain_scores_codex":[0.994776,0.00051421,0.001482788,0.001275358,0.001315402,0.0006362619],"domain_scores_gemma":[0.9969853,0.0008110179,0.0005610029,0.0004027736,0.0008836969,0.0003561687],"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":[0.002105204,0.001232433,0.01304165,0.001381973,0.0003677617,0.001022769,0.002079737,0.00003432628,0.00452895,0.01348719,0.9576796,0.00303843],"study_design_scores_gemma":[0.001233747,0.00138604,0.09283644,0.0006218103,0.00009255219,0.0006115515,0.002890706,0.00009884658,0.00009877906,0.0003920443,0.8987526,0.0009849188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8441898,0.006170813,0.00004392127,0.1331433,0.0009898341,0.003272258,0.001260135,0.0001375131,0.01079244],"genre_scores_gemma":[0.985179,0.006076173,0.0001018521,0.001904519,0.0007266477,0.00006992758,0.002423913,0.000009557625,0.003508411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1409892,"threshold_uncertainty_score":0.9917751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966801803023325,"score_gpt":0.2977415375623511,"score_spread":0.2480735195321179,"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."}}