{"id":"W4394893751","doi":"10.1016/j.cub.2024.03.039","title":"Honey bee stressor networks are complex and dependent on crop and region","year":2024,"lang":"en","type":"article","venue":"Current Biology","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Water and Wastewater Association; Université Laval; University of Manitoba; University of Lethbridge; University of Victoria; Canada's Michael Smith Genome Sciences Centre; University of Guelph; Agriculture and Agri-Food Canada; University of British Columbia; York University","funders":"Agriculture and Agri-Food Canada; Alliance de recherche numérique du Canada; University of British Columbia; York University; Genome British Columbia; University of Guelph; Génome Québec; Ontario Genomics Institute; Government of Canada; Ontario Research Foundation; Government of Ontario; University of Lethbridge; University of Manitoba; Ontario Genomics; Genome Canada; Université Laval","keywords":"Stressor; Biology; Varroa; Honey bee; Pollination; Crop; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001971792,0.0001767084,0.0003382,0.0003759543,0.0002073455,0.0005991171,0.0003075539,0.0001976997,0.002163977],"category_scores_gemma":[0.0004774607,0.0002371242,0.0002192032,0.0002633287,0.0002376226,0.0007538128,0.0006319342,0.0002515115,0.0004691006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003041043,"about_ca_system_score_gemma":0.0001915312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485792,"about_ca_topic_score_gemma":0.004722068,"domain_scores_codex":[0.9998282,0.00003546975,0.000008441371,0.00006886065,0.00002674634,0.00003220429],"domain_scores_gemma":[0.9994855,0.0001427484,0.000155949,0.00004758104,0.00008497387,0.00008325518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004424519,0.00009766761,0.1898952,0.0001891775,0.0002365896,0.0002953337,0.0004735198,0.004304781,0.7556366,0.001708273,0.001047707,0.0456728],"study_design_scores_gemma":[0.00000619981,0.0001114539,0.9836553,0.00001186107,0.0000425566,0.0001139123,0.0003755718,0.004907279,0.007017361,0.001133458,0.002609042,0.00001597218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918581,0.0005306287,0.004252659,0.00009714684,0.000007354105,0.00001693168,0.0003414589,0.00006275873,0.002832986],"genre_scores_gemma":[0.9967912,0.0002774375,0.001127495,0.00004779919,0.000005548874,0.00001337811,0.0003817863,0.00002797173,0.001327279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002163977,"threshold_uncertainty_score":0.007239223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104590054863231,"score_gpt":0.3279038250224733,"score_spread":0.2233137701592423,"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."}}