{"id":"W4366680054","doi":"10.31274/cpn-20230421-0","title":"Corn Invertebrate Loss Estimates from the United States and Ontario, Canada — 2022","year":2023,"lang":"en","type":"report","venue":"","topic":"Entomopathogenic Microorganisms in Pest Control","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Invertebrate; Environmental science; Geography; Fishery; Oceanography; Biology; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004366536,0.0003712136,0.0004282906,0.00001247878,0.0003138747,0.0001818352,0.0005723084,0.00022602,0.005811979],"category_scores_gemma":[0.0002587916,0.0001104149,0.00007260213,0.0003757298,0.0001155829,0.00003898046,0.0003461911,0.0004936261,0.00003793424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004699389,"about_ca_system_score_gemma":0.0009363564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9995973,"about_ca_topic_score_gemma":0.9999275,"domain_scores_codex":[0.9978549,0.00008755138,0.0003975222,0.0005592116,0.0006823366,0.0004185106],"domain_scores_gemma":[0.9978948,0.001314802,0.0002319565,0.0001527422,0.0002552043,0.0001504504],"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":[0.00001749507,0.00002511765,0.1414715,0.00001849723,0.0002969941,0.0003081888,0.0001863897,0.000008838605,0.008773413,0.00002866263,0.8378904,0.01097447],"study_design_scores_gemma":[0.000160359,0.00006888391,0.2346716,0.00009600727,0.0001778159,0.00005997575,0.0004503633,0.0003148787,0.0005946861,0.001282761,0.7614931,0.000629564],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989222,0.001118411,0.000001632955,0.003251936,0.001405046,0.000440707,0.002621132,0.0001783751,0.001760777],"genre_scores_gemma":[0.540099,0.02894107,0.0003175056,0.02166357,0.004396109,0.000343369,0.08763887,0.00007081801,0.3165297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.449123,"threshold_uncertainty_score":0.9950969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03033166290220371,"score_gpt":0.230259879513634,"score_spread":0.1999282166114303,"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."}}