{"id":"W4412900154","doi":"10.1038/s41893-025-01603-y","title":"Impacts of antibiotic use, air pollution and climate on managed honeybees in Canada","year":2025,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Guelph","funders":"Canadian Institutes of Health Research; Canada First Research Excellence Fund","keywords":"Air pollution; Pollution; Environmental science; Environmental planning; Environmental protection; Ecology; Biology","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":[0.0003629644,0.0002209739,0.0001992891,0.0006290382,0.001590843,0.001161654,0.0006131235,0.0003006055,0.001016218],"category_scores_gemma":[0.001016961,0.0001412016,0.0004067285,0.001433656,0.0005600245,0.0002528893,0.0006146861,0.000421675,0.00008847528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03223294,"about_ca_system_score_gemma":0.02902362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955295,"about_ca_topic_score_gemma":0.9982104,"domain_scores_codex":[0.9994625,0.00004572469,0.0000239951,0.00009274615,0.0002135927,0.0001613639],"domain_scores_gemma":[0.9988009,0.00007760958,0.0002336621,0.00004367758,0.000595443,0.0002487382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001178615,0.00004789452,0.9785161,0.00006628045,0.0001449798,0.0002109871,0.00107801,0.0005989511,0.001674816,0.0003651622,0.001937248,0.01524167],"study_design_scores_gemma":[0.000004280494,0.00001987145,0.9953384,0.00002674817,0.00003629454,0.00004153292,0.001323445,0.0005623371,0.0001772901,0.00004073446,0.002415699,0.00001335554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930562,0.001083787,0.0001733251,0.0006984714,0.00001419338,0.00002531666,0.002435092,0.00001063519,0.002502997],"genre_scores_gemma":[0.9960756,0.001026307,0.0003483732,0.0002454659,0.000005357589,0.00001261356,0.001022067,0.000005959088,0.001258286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03223294,"threshold_uncertainty_score":0.2338675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005976619341670618,"score_gpt":0.2560174185521377,"score_spread":0.2500407992104671,"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."}}