{"id":"W6911356451","doi":"10.5281/zenodo.10361670","title":"Paramblopusa Ahn & Ashe 1996","year":2023,"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":"","funders":"","keywords":"Genus; Taxonomy (biology); Range (aeronautics); Single specimen","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003852693,0.0000822331,0.00007741392,0.0000281433,0.001705772,0.0004272498,0.0004707945,0.00004894632,0.01048062],"category_scores_gemma":[0.000214644,0.00004284078,0.00004801701,0.0007949664,0.00005863755,0.0001414789,0.0004739568,0.0001130213,0.01591699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004364003,"about_ca_system_score_gemma":6.41696e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004366225,"about_ca_topic_score_gemma":0.000004183291,"domain_scores_codex":[0.9989868,0.0001342644,0.000133684,0.0002612277,0.0001947116,0.0002892682],"domain_scores_gemma":[0.9995685,0.00003159048,0.000044532,0.00008690092,0.0001510998,0.0001174297],"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":[0.00002932519,0.00005579865,0.00008779397,0.00000679699,0.000008644112,0.000008397517,0.00007589656,0.000009606133,0.008376964,0.001898348,0.1036731,0.8857694],"study_design_scores_gemma":[0.000103253,0.0001295552,0.02595193,0.000007132232,0.000003473111,0.00001648291,0.0001733003,0.000122631,0.0004290206,0.0002221972,0.9727398,0.0001012807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431884,0.00002595131,0.00006314049,0.001854614,0.00008279992,0.0002528922,0.000301376,0.001259552,0.05297131],"genre_scores_gemma":[0.9954063,0.00003700819,0.00001202111,0.0001043277,0.0001723953,5.216958e-8,0.004003445,0.00001327839,0.0002511177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.885668,"threshold_uncertainty_score":0.9995939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05050608577344941,"score_gpt":0.2302119698384774,"score_spread":0.179705884065028,"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."}}