{"id":"W6948526728","doi":"10.5281/zenodo.10657803","title":"Cordulegastridae","year":2024,"lang":"fr","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":"Centre de Géomatique du Québec; Canadian Wood Council; Bombardier (Canada); Atlantic Industries (Canada); Ministry of Natural Resources and Forestry; Royal British Columbia Museum","funders":"","keywords":"Period (music); Taxonomy (biology); Key (lock)","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005202836,0.0001508899,0.0001179413,0.00004693933,0.001959017,0.002344959,0.000584976,0.0001138676,0.1043737],"category_scores_gemma":[0.0002046542,0.00009531013,0.0001039533,0.0008098333,0.0002166128,0.000393597,0.0006043374,0.0002969153,0.03197161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871612,"about_ca_system_score_gemma":0.000002862273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001095059,"about_ca_topic_score_gemma":0.000003020705,"domain_scores_codex":[0.9983823,0.0002815068,0.0002193255,0.0004501492,0.0002362567,0.0004304179],"domain_scores_gemma":[0.9993371,0.0000480567,0.00004195609,0.0001125192,0.000247816,0.0002124896],"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":[0.00002115729,0.00007795327,0.000003599464,0.00005760284,0.00001976214,0.00002845367,0.00008947222,0.000006896671,0.001230538,0.03220081,0.2340378,0.732226],"study_design_scores_gemma":[0.00009749505,0.0003637326,0.0009604036,0.0001277656,0.00002167835,0.0001916973,0.0002341582,0.0007333167,0.0002407499,0.0005724803,0.9962812,0.0001753136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3837256,0.0197399,0.005878968,0.05810208,0.004157338,0.001389368,0.006581274,0.003709634,0.5167158],"genre_scores_gemma":[0.9902814,0.0003839084,0.00004600525,0.0001565688,0.001061135,3.122683e-8,0.003455218,0.00004961357,0.004566109],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7622434,"threshold_uncertainty_score":0.9993403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03820813252146275,"score_gpt":0.2300221973308212,"score_spread":0.1918140648093584,"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."}}