{"id":"W6968241261","doi":"10.5281/zenodo.15020820","title":"Euura leptostigma ZMUO.","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Homonym (biology); Dorsum; Margin (machine learning); Basal (medicine)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000244036,0.00007677938,0.00007440782,0.00002588403,0.001716996,0.0004409634,0.0004706007,0.00004749724,0.01093565],"category_scores_gemma":[0.0002295569,0.00004038748,0.00004291935,0.0005157315,0.00006515947,0.000126017,0.000449171,0.0001113359,0.002245778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006090578,"about_ca_system_score_gemma":9.989883e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003113416,"about_ca_topic_score_gemma":0.000003031311,"domain_scores_codex":[0.9991853,0.0001123439,0.0001307397,0.000236705,0.0001231585,0.0002117864],"domain_scores_gemma":[0.9995677,0.00002706926,0.0000378674,0.00008076613,0.0002130772,0.00007356128],"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":[0.00003222666,0.00006795349,0.00004875129,0.000007869442,0.000009513451,0.000001882051,0.00003112315,0.000002735411,0.01332622,0.007131516,0.07112128,0.9082189],"study_design_scores_gemma":[0.0001185292,0.00008280392,0.009626249,0.00001371793,0.000004949607,0.000007608577,0.0001610376,0.00003849217,0.001509182,0.0003230291,0.9880328,0.00008160294],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7047082,0.0001107738,0.0008761801,0.003661277,0.0001206177,0.0003439434,0.0002535541,0.0007153513,0.2892102],"genre_scores_gemma":[0.9978012,0.00001945167,0.00002425017,0.0002157208,0.00008991074,3.272024e-8,0.001438782,0.000006906808,0.0004037607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9169115,"threshold_uncertainty_score":0.9995826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792025293765624,"score_gpt":0.2198918253624406,"score_spread":0.1919715724247844,"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."}}