{"id":"W4210935451","doi":"10.3897/zookeys.1085.76853","title":"Integrative taxonomy reveals overlooked cryptic diversity in the conifer feeding Batrachedra pinicolella (Zeller, 1839) (Lepidoptera, Batrachedridae)","year":2022,"lang":"en","type":"article","venue":"ZooKeys","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Provincia autonoma di Bolzano - Alto Adige; Oulun Yliopisto; Suomen Kulttuurirahasto; Koneen Säätiö; Academy of Finland","keywords":"Lepidoptera genitalia; Biology; Taxonomy (biology); Taxon; DNA barcoding; Ecology; Boreal; Zoology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00108547,0.0003391231,0.0003430546,0.0001292332,0.0008175034,0.00004522857,0.0008354818,0.0001991263,0.001060004],"category_scores_gemma":[0.0001382396,0.0002737437,0.0002425259,0.0002516992,0.0002340224,0.00001772488,0.0009349974,0.0006788603,0.0001259788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009705354,"about_ca_system_score_gemma":0.00009919216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002765909,"about_ca_topic_score_gemma":0.0000837685,"domain_scores_codex":[0.9975142,0.0006751127,0.0004136816,0.0006599138,0.0002256362,0.0005114038],"domain_scores_gemma":[0.9989125,0.000188652,0.0002038562,0.0005445521,0.00006069546,0.00008974889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009870599,0.00105799,0.9481629,0.00006745884,0.0005694177,0.0001879486,0.005877994,0.0006433294,0.006958443,0.002975352,0.01501678,0.0174953],"study_design_scores_gemma":[0.005609917,0.002220582,0.05356789,0.00007326764,0.0002392269,0.00009409995,0.01495538,0.0003489673,0.006578078,0.001387986,0.9129004,0.002024214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8090801,0.0008552989,0.000654827,0.0008601819,0.0005449802,0.0009680323,0.00002841208,0.00002590333,0.1869823],"genre_scores_gemma":[0.9942049,0.00007949233,0.0004433235,0.00244066,0.000354999,0.0003772567,0.0001499286,0.00001786341,0.001931519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8978836,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03221868080655853,"score_gpt":0.2437377218409016,"score_spread":0.2115190410343431,"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."}}