{"id":"W4411300248","doi":"10.1007/s10841-025-00678-4","title":"Click beetles (Elateridae) identify conservation units in Oriental and European beech forests","year":2025,"lang":"en","type":"article","venue":"Journal of Insect Conservation","topic":"Forest Ecology and Biodiversity Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; Ontario Forest Research Institute","funders":"Julius-Maximilians-Universität Würzburg; Bundesministerium für Bildung und Forschung","keywords":"Animal ecology; Beech; Geography; Ecology; Entomology; Biodiversity; Agroforestry; Forestry; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005017368,0.00007420988,0.0001355815,0.00005743466,0.0001681974,0.00003873751,0.00009993947,0.00006233826,0.00001855793],"category_scores_gemma":[0.0002370227,0.00003500037,0.00002948511,0.0004179539,0.00008791104,0.0002386605,0.00006384918,0.0001269538,0.000003837281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003278671,"about_ca_system_score_gemma":0.00001881359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000282875,"about_ca_topic_score_gemma":0.00561274,"domain_scores_codex":[0.999277,0.0001369883,0.0003037284,0.00009265198,0.00008878364,0.0001008587],"domain_scores_gemma":[0.999348,0.0001826636,0.0002019664,0.00001906072,0.0002237614,0.00002452884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001012684,0.00003477554,0.9777965,0.000009023455,0.00002053861,0.00002203117,0.0001660932,0.000001121148,0.01633503,0.0002392587,0.002658691,0.002615666],"study_design_scores_gemma":[0.0003485406,0.0001886173,0.9945701,0.00007154357,0.00001553645,0.00001746346,0.0004218783,0.00002210181,0.000597339,0.0006039221,0.003084752,0.00005814779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945666,0.0001442873,0.000002969923,0.004675312,0.0002267585,0.0000809903,0.000007348373,0.000008200086,0.000287594],"genre_scores_gemma":[0.9986801,0.0001172225,0.00003447338,0.00100714,0.00004704415,6.255273e-7,0.00001463421,3.447618e-7,0.00009847956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01677365,"threshold_uncertainty_score":0.3132041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02897448779308586,"score_gpt":0.2316973448223949,"score_spread":0.202722857029309,"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."}}