{"id":"W4384007806","doi":"10.1007/s10841-023-00488-6","title":"Low extinction risk in the flower fly fauna of northeastern North America","year":2023,"lang":"en","type":"article","venue":"Journal of Insect Conservation","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Yale University; Sarah K. DeCoizart Article TENTH Perpetual Charitable Trust","keywords":"Fauna; Ecology; Biology; Animal ecology; Biodiversity; Extinction (optical mineralogy); Threatened species; Brood; Range (aeronautics); Pollinator; Habitat; Geography; Pollination; Pollen","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":[0.0003323611,0.00005613784,0.0001240585,0.00002551042,0.00008186653,0.00001565904,0.0001193602,0.00002347039,0.00001933327],"category_scores_gemma":[0.0001458793,0.00001782817,0.0000681348,0.0005532182,0.00002686111,0.000106365,0.00001153294,0.0001121793,0.000009547685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008692172,"about_ca_system_score_gemma":0.000006963959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003946411,"about_ca_topic_score_gemma":0.01386079,"domain_scores_codex":[0.9992885,0.00009266283,0.0002791309,0.00005378234,0.0001961936,0.00008975898],"domain_scores_gemma":[0.9992147,0.0003166861,0.0003296465,0.00001284676,0.0001114058,0.0000146911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001261908,0.00006065437,0.9178118,0.000004805319,0.00001515838,0.00001174248,0.0006401277,0.00005997992,0.03248052,0.000002415037,0.0008770513,0.04790954],"study_design_scores_gemma":[0.00009878021,0.0002195538,0.9940377,0.00002341001,0.000008092693,0.000008466567,0.000831654,0.0002275344,0.0001792326,0.00004357981,0.004282859,0.0000391319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984275,0.00004997003,0.000004158274,0.001265216,0.0000653314,0.00005417953,0.00001678785,0.000006639039,0.0001101835],"genre_scores_gemma":[0.9992368,0.0003856279,0.000008332124,0.0002022845,0.0001379327,0.000001492867,0.00000865192,3.492069e-7,0.00001858711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07622588,"threshold_uncertainty_score":0.7734643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04623348190245613,"score_gpt":0.2121202114022217,"score_spread":0.1658867294997656,"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."}}