{"id":"W4403868212","doi":"10.3897/zookeys.1217.126626","title":"The era of cybertaxonomy: X-ray microtomography reveals cryptic diversity and concealed cuticular sculpture in Aphanerostethus Voss, 1957 (Coleoptera, Curculionidae)","year":2024,"lang":"en","type":"article","venue":"ZooKeys","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada; Beaty Centre for Species Discovery; Kyushu University","keywords":"Curculionidae; Biology; Sculpture; Diversity (politics); Botany; Geography; Archaeology; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005074421,0.0005818423,0.0003385865,0.001693871,0.0005228486,0.001367224,0.0004719601,0.0006587923,0.001987519],"category_scores_gemma":[0.0007661186,0.0002297127,0.0002761413,0.001341216,0.00198728,0.002177093,0.001383754,0.0007782128,0.0008306464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005657026,"about_ca_system_score_gemma":0.0003664865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293606,"about_ca_topic_score_gemma":0.002714313,"domain_scores_codex":[0.9996338,0.00005334634,0.0000297828,0.0001807143,0.0000808565,0.00002139348],"domain_scores_gemma":[0.9989342,0.000168138,0.0004167361,0.0002054831,0.0001988304,0.00007651675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002527499,0.00003518329,0.1029104,0.001848652,0.0001947433,0.0009208093,0.002738178,0.0005154033,0.3027946,0.005016904,0.001977185,0.5807952],"study_design_scores_gemma":[0.00001249273,0.0003299969,0.6885278,0.0006475133,0.0003122882,0.006889536,0.003629469,0.001792627,0.05387663,0.004829056,0.239033,0.0001196726],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8097542,0.1190194,0.03969092,0.002864675,0.0007988609,0.00005547379,0.001783744,0.0009871317,0.0250455],"genre_scores_gemma":[0.9101564,0.03315159,0.04606057,0.001037301,0.0005299983,0.00005477829,0.001384374,0.0001528348,0.0074722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001987519,"threshold_uncertainty_score":0.006648898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007312480467759333,"score_gpt":0.2230546582575829,"score_spread":0.2157421777898235,"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."}}