{"id":"W7100017254","doi":"","title":"MESSAGE FROM THE","year":2003,"lang":"en","type":"article","venue":"","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Member states; European union","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005395002,0.00002501666,0.0000216682,2.099986e-7,0.00009033384,0.00002434565,0.00005428229,0.00001510362,0.005023259],"category_scores_gemma":[0.00002146261,0.00000499278,0.00002164623,0.00004380192,0.000009660448,0.00001811569,0.000006730356,0.00002075004,0.000064614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003080414,"about_ca_system_score_gemma":0.00000104027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004626992,"about_ca_topic_score_gemma":0.002103987,"domain_scores_codex":[0.9997905,0.00002760098,0.00003386971,0.00005802649,0.00003381888,0.00005613396],"domain_scores_gemma":[0.9998422,0.0001098258,0.000008266054,0.00001715963,0.000006550154,0.00001595239],"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":[0.00001182949,0.00008493572,0.2626456,2.589403e-7,0.000009271484,0.000001829272,0.00003198297,7.273882e-7,0.01568611,0.09480417,0.02337603,0.6033472],"study_design_scores_gemma":[0.00002202823,0.000009367007,0.2007576,5.703739e-7,0.000001440427,3.003148e-7,0.0001320353,0.000001600931,0.002768017,0.001812929,0.7944652,0.00002882474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9314158,0.00005353349,0.0000212384,0.001092157,0.00003576332,0.00003569793,0.00002080996,0.0000179651,0.06730705],"genre_scores_gemma":[0.9992362,0.000002925787,0.00001604255,0.0005090921,0.00004420568,0.000003706788,0.00002050807,1.329627e-8,0.0001673651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7710893,"threshold_uncertainty_score":0.9958863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072766813289562,"score_gpt":0.191519182745344,"score_spread":0.1707915146124484,"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."}}