{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003248157,0.00008311809,0.0001794545,0.00004661515,0.0001809636,0.00004231077,0.0001032299,0.00005302066,0.00004230118],"category_scores_gemma":[0.00002013529,0.00003566203,0.00002985782,0.0001052326,0.00005477999,0.0003284306,0.00003553666,0.00008204173,0.00000640291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006157262,"about_ca_system_score_gemma":0.000006826451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002644761,"about_ca_topic_score_gemma":0.02422791,"domain_scores_codex":[0.9992932,0.00006215372,0.0002983619,0.0001469765,0.0000427325,0.0001565486],"domain_scores_gemma":[0.9995508,0.00004280795,0.0002598714,0.00001126234,0.00008610814,0.00004917705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002056348,0.0001061579,0.8060184,0.0000184127,0.00007109418,0.00001358913,0.002549439,0.0000332212,0.1819317,0.000509227,0.00152398,0.007019179],"study_design_scores_gemma":[0.0001783385,0.0005902154,0.9923835,0.00003761093,0.00001166568,0.0003203633,0.002787132,0.00007931452,0.001737578,0.001115438,0.0006508759,0.0001079249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947975,0.0002125246,3.470656e-7,0.004322747,0.0002765923,0.00005939825,0.00000390276,0.000008724589,0.0003182194],"genre_scores_gemma":[0.9983935,0.0002163726,0.00007707756,0.0001112116,0.001052195,0.000001355191,0.000003546058,6.013944e-7,0.0001441527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1863652,"threshold_uncertainty_score":0.9935774,"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."}}