{"id":"W4402558188","doi":"10.11646/zootaxa.5508.1.1","title":"One must imagine Sisyphus happy: Integrative taxonomic characterization of 22 new Ceroptres species (Hymenoptera: Cynipidae: Ceroptresini)","year":2024,"lang":"en","type":"article","venue":"Zootaxa","topic":"Hymenoptera taxonomy and phylogeny","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Biology; Hymenoptera; Taxonomy (biology); Key (lock); Botany; Zoology; Genus; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001221474,0.0002834674,0.0003779098,0.00005044505,0.0001212633,0.0001968454,0.0003116834,0.0001111947,0.004290486],"category_scores_gemma":[0.00002638132,0.000129193,0.0001554347,0.0004459714,0.0001317128,0.0003458181,0.00009937234,0.0002090895,0.0002239505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005993876,"about_ca_system_score_gemma":0.00004102545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005591733,"about_ca_topic_score_gemma":0.000451853,"domain_scores_codex":[0.9984808,0.00008544403,0.0004318792,0.0004672794,0.000198037,0.0003365526],"domain_scores_gemma":[0.9993302,0.0001777462,0.0001614186,0.0001157377,0.00006371663,0.0001511944],"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":[0.00006635084,0.000115988,0.001728506,0.00003419294,0.00008566504,0.000007190225,0.0003228933,0.000002717687,0.4557765,0.001662127,0.001496371,0.5387015],"study_design_scores_gemma":[0.0001695497,0.0004397694,0.06577764,0.0002711374,0.00006221491,0.0000058592,0.000247006,0.0001434093,0.06375021,0.0001270902,0.8685733,0.0004327874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772285,0.000584309,0.0002208303,0.00218889,0.0004991768,0.0003634997,0.0003383165,0.0001465642,0.01842989],"genre_scores_gemma":[0.9929793,0.0002129808,0.0003694284,0.0001584671,0.001119753,0.00002613607,0.0002913814,0.00000349147,0.004839079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8670769,"threshold_uncertainty_score":0.9966197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437762292975524,"score_gpt":0.2115290991446186,"score_spread":0.1871514762148634,"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."}}