{"id":"W7094249162","doi":"","title":"A new species of <i>Epeolus</i> Latreille, 1802 (Hymenoptera: Apidae) from western North America","year":2022,"lang":"","type":"article","venue":"Insecta mundi","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"DNA barcoding; Taxonomy (biology); Identification (biology); Species identification; Barcode; Index (typography)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001689723,0.0006864506,0.001137217,0.00007365105,0.001479952,0.0001948442,0.001331094,0.0001438247,0.0130568],"category_scores_gemma":[0.00006100639,0.0003747858,0.0004823382,0.001202562,0.0004138139,0.0002551152,0.001702965,0.000501029,0.0003457096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390048,"about_ca_system_score_gemma":0.00008219605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02201398,"about_ca_topic_score_gemma":0.1200699,"domain_scores_codex":[0.9956628,0.0003166905,0.0009594673,0.001021525,0.001030873,0.001008626],"domain_scores_gemma":[0.9980739,0.0006205699,0.0006807825,0.0001776497,0.000104006,0.0003431268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007179988,0.000756187,0.6127876,0.00003818386,0.0005907585,0.0001801902,0.004771878,0.00005244966,0.3090655,0.0004366701,0.02503766,0.04556489],"study_design_scores_gemma":[0.0004071884,0.001363171,0.595221,0.00003970053,0.00009024684,0.00000874781,0.0001720554,0.00002928222,0.00006439143,0.0001695081,0.4018904,0.00054426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679627,0.01087337,0.000007227237,0.001636521,0.0007215454,0.0004177338,0.002140414,0.00010446,0.016136],"genre_scores_gemma":[0.9769982,0.003526442,0.000102945,0.0004937928,0.001508077,0.00003523058,0.0002999513,0.000009180988,0.01702619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3768528,"threshold_uncertainty_score":0.9998704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02965849922880702,"score_gpt":0.1988826478892206,"score_spread":0.1692241486604136,"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."}}