{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001800678,0.0004685603,0.0003380466,0.001298244,0.001467129,0.0006298231,0.0007138756,0.0006412006,0.002872275],"category_scores_gemma":[0.0002325094,0.0002134613,0.0002149744,0.000621894,0.0005703269,0.0007747426,0.0006442963,0.0008540091,0.0008818245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000921633,"about_ca_system_score_gemma":0.0007780282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09923808,"about_ca_topic_score_gemma":0.2667939,"domain_scores_codex":[0.9997833,0.00001262295,0.00001585142,0.00007005672,0.00007019027,0.00004794794],"domain_scores_gemma":[0.9997156,0.00003165924,0.00004559795,0.00002147731,0.0001268698,0.00005865187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000700376,0.0003252904,0.2775684,0.0005210498,0.000120578,0.01159355,0.006582323,0.0003532121,0.2053176,0.001676048,0.01653634,0.4787051],"study_design_scores_gemma":[0.00004774261,0.0002267681,0.8189822,0.0001812329,0.0000689727,0.01012592,0.002237799,0.0003705117,0.003038583,0.0003263035,0.1643094,0.00008450664],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9073208,0.006087418,0.004130248,0.0006311717,0.0002967611,0.0002523738,0.001718977,0.0003460494,0.07921622],"genre_scores_gemma":[0.9692231,0.001563444,0.006802802,0.001280888,0.0001048172,0.000115096,0.003863591,0.00004539331,0.01700087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09923808,"threshold_uncertainty_score":0.1973209,"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."}}