{"id":"W6950092206","doi":"10.5281/zenodo.5997583","title":"Agromyza aristata Malloch","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frass; Larva; Frost (temperature); Ulmus pumila","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003853894,0.000111793,0.0001172136,0.00002133328,0.001963302,0.0005031853,0.0009770053,0.00007376647,0.04704462],"category_scores_gemma":[0.0006136765,0.00004916816,0.00005553448,0.00037517,0.0003434405,0.000137496,0.000774249,0.0001576111,0.01283581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004494739,"about_ca_system_score_gemma":5.917564e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000027714,"about_ca_topic_score_gemma":0.000004387056,"domain_scores_codex":[0.9987119,0.0002014054,0.0001688449,0.0003504802,0.0002233069,0.0003440633],"domain_scores_gemma":[0.9991092,0.00004584508,0.00006995015,0.0001210438,0.0005086677,0.0001452728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009712323,0.0001109423,0.00002314822,0.000006407085,0.00002662376,0.000009796563,0.0001384247,4.365525e-7,0.3395422,0.01032821,0.2040494,0.4456672],"study_design_scores_gemma":[0.0001309473,0.0006448878,0.01991987,0.000007199706,0.000004304321,0.00002881212,0.000176466,0.00001856138,0.00129947,0.0005238798,0.9771101,0.0001354576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6137648,0.0001144291,0.0002429321,0.007092997,0.0001573773,0.0004554837,0.0003672661,0.001269632,0.3765351],"genre_scores_gemma":[0.9969826,0.00002866336,0.0001095947,0.0005551903,0.0005456156,1.963173e-8,0.0007719414,0.00003995117,0.0009664485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7730607,"threshold_uncertainty_score":0.999336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05106098832219957,"score_gpt":0.2245846839482885,"score_spread":0.1735236956260889,"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."}}