{"id":"W2924882889","doi":"10.1093/biomethods/bpz002","title":"Discrimination between Asian populations of the parasitoid wasp Ganaspis cf. brasiliensis using a simple MALDI-TOF MS-based method for use with insects","year":2019,"lang":"en","type":"article","venue":"Biology Methods and Protocols","topic":"Insect behavior and control techniques","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China; Department for International Development","keywords":"Biology; Parasitoid; Ovipositor; Drosophila suzukii; Population; PEST analysis; Hymenoptera; Zoology; Drosophila (subgenus); Botany; Ecology; Drosophila melanogaster; Genetics; Drosophilidae; Demography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008375639,0.0001488229,0.0003194844,0.0000232297,0.00020284,0.00003222574,0.0001578424,0.0001757652,0.0000248231],"category_scores_gemma":[0.00009119028,0.00005077888,0.0001080155,0.0002110916,0.0000840098,0.00008618595,0.00003731677,0.00008955198,1.179907e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154119,"about_ca_system_score_gemma":0.00001929432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006433087,"about_ca_topic_score_gemma":0.0002761645,"domain_scores_codex":[0.9983948,0.0007907368,0.0002508202,0.0002840732,0.00006997373,0.0002096064],"domain_scores_gemma":[0.9989475,0.0005585333,0.0002194472,0.0001199688,0.0001128404,0.0000417355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008034673,0.000026718,0.3698405,0.00001993785,0.00000887318,6.343627e-8,0.00002722437,0.000001686884,0.5225017,0.0007783553,0.000002652989,0.1067119],"study_design_scores_gemma":[0.000383103,0.001119196,0.841309,0.00005179875,0.0000656948,0.000002330147,0.00004440664,0.0007732881,0.1513316,0.003619041,0.001133177,0.0001673466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278624,0.000005231467,0.04553004,0.0001714801,0.00002145991,0.02622128,0.0001312193,0.00003419545,0.00002267318],"genre_scores_gemma":[0.7045257,2.088456e-7,0.2874062,0.00008575351,0.00004631465,0.007880792,0.00004103728,0.000002251024,0.00001172087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4714684,"threshold_uncertainty_score":0.2070702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.144316907172905,"score_gpt":0.4449668910448853,"score_spread":0.3006499838719803,"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."}}