{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002072622,0.00006002344,0.0003203583,0.00009381557,0.00006082813,0.00002151918,0.0001274517,0.00008619241,0.000528301],"category_scores_gemma":[0.001576968,0.00002859261,0.0001105733,0.000241987,0.00007633486,0.00004561844,0.00002712265,0.0001380549,0.000003886633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869283,"about_ca_system_score_gemma":0.0004386252,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1891333,"about_ca_topic_score_gemma":0.7991195,"domain_scores_codex":[0.998741,0.0004219706,0.000416168,0.0001423887,0.00006572837,0.0002127187],"domain_scores_gemma":[0.9979501,0.001194396,0.0002469553,0.00005115828,0.0001399201,0.0004174381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003962235,0.00005457143,0.9915807,0.00001167178,0.0002657484,0.000110122,0.0001944467,0.000161519,0.004275604,0.0003597402,0.0002775918,0.002312077],"study_design_scores_gemma":[0.0002303654,0.0004645922,0.9967463,0.000003423315,0.00003563239,0.00009103082,0.00009291813,0.00004873186,0.0009383511,0.0008791217,0.000415483,0.00005405609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954004,0.0001476283,7.173797e-7,0.003722625,0.00007518542,0.00004116715,0.0001861997,0.000001258878,0.0004247694],"genre_scores_gemma":[0.9995522,0.00009229025,0.00001633043,0.0001989244,0.00007054252,4.119548e-7,0.00003911769,3.768789e-7,0.00002977549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6099862,"threshold_uncertainty_score":0.8162663,"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."}}