{"id":"W2306584322","doi":"10.1093/jee/tow048","title":"Population Dynamics of the Soybean Aphid (Hemiptera: Aphididae) in Quebec (Canada)","year":2016,"lang":"en","type":"article","venue":"Journal of Economic Entomology","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grain Research Centre; Université du Québec à Montréal","funders":"","keywords":"Infestation; Biology; Aphididae; Soybean aphid; Hemiptera; Aphid; Population; Agronomy; PEST analysis; Horticulture; Homoptera; Botany; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001631172,0.00005477436,0.0001734251,0.00002064435,0.00002739384,0.000006740008,0.0001836169,0.00004819759,0.0003252534],"category_scores_gemma":[0.00002841311,0.00001634825,0.00008336701,0.00003640017,0.00002314207,0.00009627416,0.00001922325,0.000074723,0.000002115441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003195495,"about_ca_system_score_gemma":0.00005205401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3501793,"about_ca_topic_score_gemma":0.9805142,"domain_scores_codex":[0.9993299,0.00005972241,0.0003746828,0.00006407459,0.00004871538,0.0001228646],"domain_scores_gemma":[0.9993308,0.0001866521,0.0003914695,0.0000339786,0.0000288903,0.00002818946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002078666,0.00008209002,0.8636764,0.000003775418,0.00006008543,0.00001672838,0.00004630211,0.00007127053,0.05842404,0.008508223,0.001297172,0.06760605],"study_design_scores_gemma":[0.0003940099,0.0001149298,0.9921434,0.00004528929,0.0000107475,0.000152441,0.0001277697,0.0001734445,0.00138496,0.002977009,0.002389411,0.0000865699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993313,0.00002152501,0.000002688449,0.005527504,0.0005821987,0.00003778773,0.00001717352,0.000001139812,0.0004969662],"genre_scores_gemma":[0.9992149,0.00001283651,0.000003603203,0.0001029732,0.0001438683,8.045138e-7,0.000002168076,4.409393e-7,0.0005183641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6303349,"threshold_uncertainty_score":0.6541479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007557988602881634,"score_gpt":0.1994655314792513,"score_spread":0.1919075428763697,"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."}}