{"id":"W6930848093","doi":"10.5281/zenodo.15218509","title":"Empis (Enoplempis) aphela Sinclair, Brooks & Cumming, 2025, sp. nov.","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Holotype; Pedicel; Seta; Dorsum; Sternum; Tibia; Thorax (insect anatomy); Wing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004079899,0.001906234,0.0007798286,0.00310244,0.003186112,0.001022025,0.001227377,0.001541554,0.03100597],"category_scores_gemma":[0.001142103,0.0005308725,0.0003459169,0.002469888,0.001101085,0.00340991,0.001330138,0.002977546,0.02384184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001848286,"about_ca_system_score_gemma":0.001419771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03976991,"about_ca_topic_score_gemma":0.07347495,"domain_scores_codex":[0.9995663,0.00003682293,0.0000465688,0.0001382154,0.0001628873,0.00004922958],"domain_scores_gemma":[0.9995481,0.00007961942,0.00009939699,0.0000566294,0.0001455527,0.00007063294],"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":[0.0003554648,0.0001806204,0.008774204,0.001104203,0.0001280917,0.002730629,0.001363182,0.0007802834,0.009480868,0.002842105,0.1626596,0.8096007],"study_design_scores_gemma":[0.0002126239,0.0002706053,0.1372582,0.001894395,0.0003968087,0.01214529,0.002576168,0.00113154,0.003970143,0.001846923,0.8382076,0.00008969152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08822408,0.02699543,0.01319362,0.004044311,0.004212972,0.002903146,0.02740375,0.003420513,0.8296022],"genre_scores_gemma":[0.4987004,0.03262177,0.04982392,0.008955088,0.00224257,0.004345657,0.02960088,0.0008005921,0.3729092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03976991,"threshold_uncertainty_score":0.1037253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2163521122622624,"score_gpt":0.3872739925184534,"score_spread":0.170921880256191,"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."}}