{"id":"W6950635980","doi":"10.5281/zenodo.8320150","title":"Lasioglossum (Dialictus) ellisiae","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Halictidae; Margin (machine learning); Single phase; Dorsum","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009319631,0.0004737549,0.0001602546,0.00147155,0.0008832033,0.0002969489,0.0003684477,0.0002505264,0.009821069],"category_scores_gemma":[0.000237786,0.0001585591,0.00009938104,0.0009127129,0.0006368048,0.0006693077,0.0008706432,0.0003960187,0.002681387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007648567,"about_ca_system_score_gemma":0.0003069864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02181832,"about_ca_topic_score_gemma":0.04506312,"domain_scores_codex":[0.9999214,0.000007333808,0.000008499127,0.00002325285,0.0000255834,0.00001389516],"domain_scores_gemma":[0.9999046,0.00001732361,0.00003730435,0.000007104879,0.00002213831,0.00001140503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006401477,0.0000768519,0.05391255,0.001233306,0.00006386893,0.003557362,0.00509151,0.0008013775,0.0420455,0.005581283,0.03095252,0.8560436],"study_design_scores_gemma":[0.0001061546,0.0002555693,0.595228,0.0004493618,0.000154594,0.005680948,0.002926833,0.0003857708,0.003978889,0.001411104,0.3893746,0.00004826084],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6826282,0.01347842,0.00388837,0.0007734447,0.0003479315,0.0002889682,0.003942018,0.0007686673,0.293884],"genre_scores_gemma":[0.9647725,0.003155696,0.001827719,0.0004032833,0.00008939105,0.00009471735,0.001525728,0.00002950048,0.02810153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02181832,"threshold_uncertainty_score":0.04338264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0493342154717074,"score_gpt":0.233950312143399,"score_spread":0.1846160966716917,"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."}}