{"id":"W6930785399","doi":"10.5281/zenodo.15218559","title":"Empis (Enoplempis) oregonensis Sinclair, Brooks & Cumming, 2025, sp. nov.","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Statistical and numerical algorithms","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Holotype; Dorsum; Subgenus; Thorax (insect anatomy); Paratype","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":[0.0005047066,0.0002232578,0.0003001158,0.0002418042,0.001728836,0.0004774846,0.0008620119,0.0001033736,0.01869829],"category_scores_gemma":[0.002422671,0.0002108275,0.00009456175,0.0008690316,0.0002499995,0.0001360901,0.001215152,0.0003706611,0.008682742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617345,"about_ca_system_score_gemma":0.000007640124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004362964,"about_ca_topic_score_gemma":0.000001046642,"domain_scores_codex":[0.9978257,0.0002678224,0.0004215179,0.0005217135,0.0004459363,0.0005172843],"domain_scores_gemma":[0.9983436,0.0002145189,0.0001029894,0.0005599385,0.000559967,0.000218911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006802929,0.0002920784,0.000006711434,0.0001667934,0.00009359814,0.00003032921,0.0004884274,0.000002245274,0.001077546,0.1063,0.675162,0.2163123],"study_design_scores_gemma":[0.0005628355,0.0001753921,0.0003053905,0.00007302324,0.00005269769,0.00003136449,0.0001727231,0.0007567854,0.000821223,0.03458207,0.9622159,0.0002505843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01426503,0.0002605654,0.270842,0.005784037,0.0005760755,0.001294267,0.00070765,0.003222839,0.7030476],"genre_scores_gemma":[0.7472786,0.0004726434,0.08813214,0.004572296,0.001387716,0.000001067672,0.00444836,0.008576077,0.1451311],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7330136,"threshold_uncertainty_score":0.9995708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0600614501059622,"score_gpt":0.314497461071337,"score_spread":0.2544360109653748,"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."}}