{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002218506,0.0005763221,0.0002609397,0.001312181,0.0006725653,0.001774249,0.000447256,0.0005184322,0.006946548],"category_scores_gemma":[0.003532667,0.0002338431,0.0006560229,0.001278552,0.0002038283,0.0007623459,0.001669448,0.000522419,0.001904067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003531623,"about_ca_system_score_gemma":0.004153243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.129292,"about_ca_topic_score_gemma":0.2168237,"domain_scores_codex":[0.9977483,0.0002364605,0.00008194456,0.0001158622,0.001320451,0.0004969396],"domain_scores_gemma":[0.9964465,0.0003539737,0.000641443,0.0000757019,0.001972086,0.0005102875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005807322,0.0007984473,0.7463932,0.0005910125,0.0002003029,0.0005646498,0.0006380413,0.005739793,0.00272162,0.0006988366,0.1282738,0.1127995],"study_design_scores_gemma":[0.0000152666,0.0003173867,0.9641294,0.0001015975,0.00005031806,0.00009806607,0.002480557,0.001124829,0.001453113,0.00008997478,0.03012185,0.00001754464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7680554,0.002184059,0.0008451183,0.00334683,0.0002624406,0.0005272133,0.1357732,0.0003444983,0.08866124],"genre_scores_gemma":[0.7655722,0.004230855,0.003025914,0.001724974,0.0001070887,0.0005630495,0.1428661,0.00008016518,0.08182957],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.129292,"threshold_uncertainty_score":0.2570789,"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."}}