{"id":"W2770719344","doi":"10.11646/zootaxa.4352.1.1","title":"The bees of Michigan (Hymenoptera: Apoidea: Anthophila), with notes on distribution, taxonomy, pollination, and natural history","year":2017,"lang":"en","type":"article","venue":"Zootaxa","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Megachilidae; Apoidea; Biology; Taxonomy (biology); Fauna; Hymenoptera; Checklist; Pollination; Ecology; Zoology; Pollinator; Pollen","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009214523,0.00009168384,0.0001112129,0.000002724289,0.0008324781,0.00004955024,0.0001731476,0.0000258496,0.000007646107],"category_scores_gemma":[0.0000937432,0.00002545323,0.00002503148,0.00002099617,0.0002906821,0.00007480574,0.00005624107,0.00006429828,0.000002775333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001437233,"about_ca_system_score_gemma":0.000004232457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002161343,"about_ca_topic_score_gemma":0.00592742,"domain_scores_codex":[0.9995247,0.00001627206,0.00009385836,0.000135588,0.0001023676,0.0001271973],"domain_scores_gemma":[0.9995404,0.000179181,0.0001577595,0.00003603657,0.00005944588,0.00002715741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008746537,0.0002796102,0.4747066,0.00003696953,0.0002259012,0.00002004127,0.0006412331,0.000001530578,0.05453229,0.02494385,0.008048225,0.4356891],"study_design_scores_gemma":[0.00009687835,0.0002044956,0.7127665,0.00002223349,0.000008219741,0.000002567553,0.0001065387,0.000006951785,0.001140574,0.00005305074,0.2855057,0.00008636565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942719,0.001489608,6.774874e-7,0.003183476,0.0000643851,0.00009783394,0.00007135424,0.00001311987,0.000807636],"genre_scores_gemma":[0.9992445,0.0002245898,0.00001314174,0.00004689531,0.0001202126,0.000008501293,0.00001807426,4.056325e-7,0.0003236463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4356027,"threshold_uncertainty_score":0.6402833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03159280695884525,"score_gpt":0.202277987573857,"score_spread":0.1706851806150117,"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."}}