{"id":"W3199995204","doi":"10.1093/jee/toab180","title":"Impacts of COVID-19 on Canadian Beekeeping: Survey Results and a Profitability Analysis","year":2021,"lang":"en","type":"article","venue":"Journal of Economic Entomology","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia; Agriculture and Agri-Food Canada; York University; Canada's Michael Smith Genome Sciences Centre; University of Lethbridge","funders":"Agriculture and Agri-Food Canada; Ontario Genomics Institute","keywords":"Beekeeping; Biology; Coronavirus disease 2019 (COVID-19); Profitability index; 2019-20 coronavirus outbreak; Ecology; Virology; Business; Outbreak; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006917271,0.00031091,0.0001655437,0.001672925,0.001373891,0.0009474276,0.0007597712,0.0002357849,0.001722693],"category_scores_gemma":[0.002991594,0.0001431038,0.000299588,0.004316653,0.0003931005,0.000298044,0.000573916,0.0003835471,0.0001867665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02602691,"about_ca_system_score_gemma":0.02230291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993658,"about_ca_topic_score_gemma":0.9967128,"domain_scores_codex":[0.9988078,0.00005485492,0.00004006595,0.00007638385,0.0007535287,0.0002674314],"domain_scores_gemma":[0.9964058,0.0002400118,0.0004942907,0.00006818655,0.002393921,0.0003978722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006560999,0.00005930558,0.9628358,0.0001122243,0.00004332124,0.0001613485,0.0009174497,0.001241706,0.0007103463,0.0004000472,0.005732571,0.02772026],"study_design_scores_gemma":[0.000002782265,0.0000238341,0.9935746,0.00001693099,0.00001214588,0.00002886089,0.001476275,0.0008866152,0.0001577651,0.0000198708,0.003790513,0.000009824349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698198,0.0006181459,0.0004618022,0.0006928332,0.00001123582,0.000142171,0.01436125,0.00004205228,0.01385077],"genre_scores_gemma":[0.9880433,0.0008463872,0.0007615455,0.0001589467,0.00000633215,0.00004243676,0.006518054,0.000006609434,0.003616344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02602691,"threshold_uncertainty_score":0.1888394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07890039796337123,"score_gpt":0.3352266722957982,"score_spread":0.2563262743324269,"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."}}