{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002261119,0.000562382,0.0002532742,0.001346943,0.0006541914,0.001733974,0.0004576232,0.0005021392,0.006720888],"category_scores_gemma":[0.003679547,0.0002283753,0.0006441339,0.001322173,0.0002034444,0.000755839,0.001668445,0.0005169834,0.001897025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003289136,"about_ca_system_score_gemma":0.003899293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1221649,"about_ca_topic_score_gemma":0.2091297,"domain_scores_codex":[0.9978216,0.0002387635,0.00008549531,0.0001188088,0.001265429,0.0004699135],"domain_scores_gemma":[0.9963043,0.0003879605,0.000697171,0.00008076646,0.002019069,0.0005107251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005405968,0.0007251535,0.7742087,0.0005498189,0.0001840846,0.0005033282,0.0006127313,0.005067426,0.002453897,0.0006170083,0.1120647,0.1024726],"study_design_scores_gemma":[0.00001361597,0.0002999169,0.9674049,0.00009487323,0.00004853425,0.00008924346,0.002394973,0.001028704,0.001365521,0.00008122238,0.02716257,0.00001601516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.773357,0.002104425,0.000834867,0.003128455,0.000261015,0.0005076112,0.1339579,0.0003246043,0.08552418],"genre_scores_gemma":[0.7641978,0.004096287,0.002876754,0.001743373,0.0001112951,0.0005677424,0.1440275,0.00008032021,0.08229893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1221649,"threshold_uncertainty_score":0.2429076,"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."}}