{"id":"W4416701923","doi":"10.1016/j.cub.2025.10.079","title":"Rediscovery of the greater chestnut weevil highlights the power of digital platforms in biodiversity research and conservation","year":2025,"lang":"en","type":"article","venue":"Current Biology","topic":"Plant and Fungal Interactions Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Museum of Nature","funders":"Division of Environmental Biology; University of Memphis; National Science Foundation","keywords":"Biodiversity; Citizen science; Weevil; Habitat; Bioprospecting; Biogeography; Conservation biology; Foundation species","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":[],"consensus_categories":[],"category_scores_codex":[0.0002034112,0.00004936828,0.00007893295,0.00007903082,0.00005830207,0.000008592781,0.0001833318,0.0000763913,0.000006190654],"category_scores_gemma":[0.0001133482,0.00002583549,0.00003143303,0.0001577239,0.0004387693,0.000006250345,0.0002700768,0.0001375405,0.000001857781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009559642,"about_ca_system_score_gemma":0.00005843141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005389584,"about_ca_topic_score_gemma":0.00006910133,"domain_scores_codex":[0.9995319,0.00003457487,0.0001265258,0.0001319946,0.00005682055,0.0001181963],"domain_scores_gemma":[0.9996127,0.00006762137,0.00003670667,0.0001689573,0.0001027005,0.00001124889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003912492,0.0001220719,0.7460319,0.00004500225,0.00005099493,3.991435e-7,0.0001316254,8.095125e-7,0.2360507,0.003582028,0.01263611,0.0009570759],"study_design_scores_gemma":[0.001111413,0.0005108332,0.3843418,0.0001549149,0.00001456665,0.00000942843,0.0005101374,0.00004725753,0.4644798,0.00489591,0.1437599,0.0001640647],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973505,0.0004757906,0.0000108619,0.001103143,0.0001711731,0.0001285699,0.0001034727,9.083674e-7,0.0006555698],"genre_scores_gemma":[0.999378,0.0003035115,0.000001391785,0.00001721562,0.00001268983,0.000004520667,0.00007721464,9.658382e-7,0.0002044561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3616901,"threshold_uncertainty_score":0.1616664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06148505293875383,"score_gpt":0.3458211606998619,"score_spread":0.2843361077611081,"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."}}