{"id":"W3193522499","doi":"10.3390/insects12080750","title":"Biodiversity in a Cool-Climate Vineyard: A Case Study from Quebec","year":2021,"lang":"en","type":"article","venue":"Insects","topic":"Horticultural and Viticultural Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation; Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada; McGill University","keywords":"Biology; Biodiversity; Vineyard; Popillia; Scarabaeidae; Ecology; Agroforestry; Viticulture; Japanese beetle; Horticulture","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001230025,0.0001312588,0.0001892169,0.000009873498,0.0002164878,0.0001356006,0.0001413192,0.00006987987,0.0008733265],"category_scores_gemma":[0.0001104302,0.00004549519,0.00007002608,0.0005378901,0.00003525526,0.0001666014,0.0002208061,0.0001798126,0.0002342748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007363957,"about_ca_system_score_gemma":0.00001900492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2383512,"about_ca_topic_score_gemma":0.7044655,"domain_scores_codex":[0.9986519,0.000187604,0.0001768603,0.000367207,0.0002481606,0.0003682494],"domain_scores_gemma":[0.99943,0.0001897871,0.00003090395,0.00006149366,0.0001390519,0.000148745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001482251,0.00150352,0.4274934,0.00001283642,0.00005518474,0.07039892,0.004139093,0.000003330885,0.4458268,0.00001662794,0.001464485,0.04893757],"study_design_scores_gemma":[0.0004854835,0.0002381669,0.9706758,0.00002307193,0.00001479578,0.0002887138,0.02060992,0.00001915438,0.005656866,0.00002294259,0.001729126,0.0002359088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998284,0.0001109946,2.607419e-8,0.000925417,0.00007349141,0.0002254787,0.0001489148,0.00004626735,0.0001854216],"genre_scores_gemma":[0.999294,0.00002903642,0.000008560868,0.0001997056,0.00009477002,0.00001306922,0.00008920523,3.544327e-7,0.0002713033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5431825,"threshold_uncertainty_score":0.9562313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04955072046100121,"score_gpt":0.2719537384116231,"score_spread":0.2224030179506219,"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."}}