{"id":"W2799293699","doi":"10.1093/jee/toy125","title":"Pollen Collection, Honey Production, and Pollination Services: Managing Honey Bees in an Agricultural Setting","year":2018,"lang":"en","type":"article","venue":"Journal of Economic Entomology","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Crop Industry Development Fund","keywords":"Biology; Pollination; Pollen; Brood; Hand-pollination; Honey bee; Pollination management; Botany; Agronomy; Pollinator","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":[0.0005105335,0.0001815153,0.000128311,0.0002828678,0.001292732,0.0008585982,0.000770968,0.0003219708,0.0004252017],"category_scores_gemma":[0.0008930005,0.000104688,0.00008769019,0.0003045105,0.0003618221,0.0004368286,0.0004079896,0.0002564882,0.00008538835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00163629,"about_ca_system_score_gemma":0.001861495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05173484,"about_ca_topic_score_gemma":0.2578947,"domain_scores_codex":[0.9997017,0.0001045603,0.00001122456,0.00004151825,0.00007460917,0.0000663918],"domain_scores_gemma":[0.9996145,0.00008390347,0.00008552404,0.00001676753,0.0000568405,0.0001424305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006911148,0.001932692,0.6022032,0.0003750038,0.0001886587,0.001760701,0.007116659,0.002106799,0.212855,0.0004009295,0.001210261,0.1691589],"study_design_scores_gemma":[0.00002801502,0.001037523,0.9804894,0.000028909,0.00006686815,0.0003356706,0.004060544,0.002206666,0.007877284,0.0001265367,0.003717855,0.00002488656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998894,0.0001598563,0.00007868872,0.00005579121,9.821692e-7,0.00001796596,0.00001399501,0.000002723688,0.0007760124],"genre_scores_gemma":[0.9975657,0.000219267,0.001636586,0.00005915568,0.000003241184,0.00001855882,0.00005261626,0.000002403329,0.0004423537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05173484,"threshold_uncertainty_score":0.1028674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170326746466874,"score_gpt":0.2320017241235704,"score_spread":0.2102984566589016,"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."}}