{"id":"W2588302373","doi":"10.22543/0090-0222.2548","title":"Description and Biology of Bumblebees (Hymenoptera: Apidae) in Michigan","year":2025,"lang":"en","type":"article","venue":"The Great Lakes Entomologist","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eastern Michigan University","keywords":"Hymenoptera; Apidae; Zoology; Biology; Entomology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001640326,0.0002497997,0.0001433729,0.002241042,0.001161656,0.0005861862,0.0005332388,0.0002633063,0.005634915],"category_scores_gemma":[0.0002933524,0.0002176581,0.0001036919,0.001596022,0.0004003166,0.0007181512,0.0004625039,0.0003459767,0.00110273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008405726,"about_ca_system_score_gemma":0.0002874262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02920678,"about_ca_topic_score_gemma":0.1138504,"domain_scores_codex":[0.9998543,0.00002336808,0.00002049828,0.00003260353,0.00004098047,0.00002819806],"domain_scores_gemma":[0.9997541,0.00002592303,0.0001017818,0.000008468144,0.00003843288,0.00007137265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002364843,0.0001318481,0.7067155,0.0003939056,0.00004400659,0.001764116,0.01106212,0.0002200638,0.01750454,0.001620828,0.007772947,0.2525336],"study_design_scores_gemma":[0.000002611049,0.0001279754,0.9418948,0.00007561922,0.00001635154,0.001114194,0.00169658,0.00009482794,0.0005420836,0.00009549898,0.05432714,0.00001231352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309986,0.01589842,0.0009602268,0.00064924,0.00009705718,0.0001216614,0.00330092,0.0001241813,0.04784969],"genre_scores_gemma":[0.9744444,0.007644023,0.002766394,0.0002139028,0.0001184013,0.0001027328,0.001953954,0.00001746303,0.01273861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02920678,"threshold_uncertainty_score":0.05807358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583172550517328,"score_gpt":0.2501555776136415,"score_spread":0.1918383225619087,"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."}}