{"id":"W4392521627","doi":"10.5399/osu/1171","title":"Bees of the Pacific Northwest : key to Lasioglossum species for females of the subgenera Hemihalictus, Sphecodogastra, and Evylaeus in Oregon (Hymenoptera : Halictidae)","year":2024,"lang":"en","type":"report","venue":"Oregon State University","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Halictidae; Subgenus; Hymenoptera; Key (lock); Ecology; Geography; Zoology; Biology; Taxonomy (biology); Apoidea","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":[0.0001958214,0.000585807,0.0001851283,0.002251056,0.001135919,0.0007346768,0.0008090601,0.0003391381,0.06531409],"category_scores_gemma":[0.0002921464,0.0002603564,0.0001196583,0.001990481,0.0002974294,0.001315261,0.0007892595,0.0007969088,0.01274015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007665755,"about_ca_system_score_gemma":0.001507123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05752115,"about_ca_topic_score_gemma":0.1621864,"domain_scores_codex":[0.9998924,0.000007635053,0.00001580247,0.00002588743,0.0000404525,0.0000178592],"domain_scores_gemma":[0.9997204,0.00002480373,0.00006345137,0.00001701968,0.0001084493,0.00006596489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001178927,0.0001527007,0.04570734,0.0009094754,0.00001699684,0.0005188998,0.003188327,0.0001496091,0.005747215,0.0025517,0.551436,0.3895038],"study_design_scores_gemma":[0.000008138552,0.00002406774,0.08553295,0.000286776,0.000008576013,0.0004152986,0.002108996,0.00005162206,0.00024966,0.0004087939,0.9108975,0.000007672467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1200526,0.02020961,0.004385455,0.007746079,0.001856263,0.002804357,0.1521797,0.0008099313,0.689956],"genre_scores_gemma":[0.2768903,0.0375315,0.04323132,0.003727929,0.0009651313,0.00246938,0.1462291,0.0006966473,0.4882587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06531409,"threshold_uncertainty_score":0.2184974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04716563265173127,"score_gpt":0.2106822666805735,"score_spread":0.1635166340288423,"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."}}