{"id":"W4251994671","doi":"10.1079/cabicomm-62-8141","title":"PRISE-PAD Fall Armyworm SMS Alert Pikot Results","year":2020,"lang":"en","type":"report","venue":"","topic":"Livestock and Poultry Management","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; International Fund for Agricultural Development; Ministry of Agriculture of the People's Republic of China; Department for Business, Energy and Industrial Strategy, UK Government; Foreign, Commonwealth and Development Office; Irish Aid","keywords":"Fall armyworm; Computer science; Biology; Genetics; Spodoptera","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004420855,0.0004081174,0.0004859266,0.00001540528,0.0001867042,0.0001403815,0.0006576654,0.0003566252,0.001127983],"category_scores_gemma":[0.0001984538,0.0001264325,0.0002901322,0.0003208728,0.00004674484,0.00007973264,0.0003798067,0.0004147402,0.0008116254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008959658,"about_ca_system_score_gemma":0.00006341906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003277241,"about_ca_topic_score_gemma":0.001834349,"domain_scores_codex":[0.9971368,0.0000669773,0.000594208,0.0008224461,0.0009433744,0.0004361707],"domain_scores_gemma":[0.9989261,0.0001702484,0.0003074663,0.0001522062,0.0001858288,0.0002581521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006881174,0.000106461,0.002179872,0.00007285495,0.0001126114,0.00004759395,0.00006163619,0.000002171992,0.0004469022,0.0001252074,0.9119514,0.08482453],"study_design_scores_gemma":[0.0001147849,0.0003342059,0.0553803,0.00006333207,0.00005046061,0.00000765727,0.00009381011,0.000005386157,0.00006759138,0.00009493677,0.9433634,0.0004241223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01348563,0.0003169509,0.000004063765,0.01053065,0.001287829,0.00072866,0.0003099573,0.0003999048,0.9729363],"genre_scores_gemma":[0.2023757,0.006271936,0.0005426477,0.002736355,0.008952637,0.0001256899,0.00464205,0.000009350009,0.7743436],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1985928,"threshold_uncertainty_score":0.9999664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07299731347857903,"score_gpt":0.2591752336070651,"score_spread":0.1861779201284861,"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."}}