{"id":"W2747274217","doi":"10.1080/07060661.2017.1366368","title":"Using a biovigilance approach for pest and disease management in Quebec vineyards","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Plant Pathology","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Integrated pest management; PEST analysis; Agriculture; Agroforestry; Resistance (ecology); Pest control; Crop protection; Business; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003137924,0.00007656291,0.0001353786,0.0001104295,0.0002247645,0.00003717509,0.0002542079,0.00004367129,0.00004880008],"category_scores_gemma":[0.00006367447,0.00007063722,0.00002870171,0.00002526891,0.0002694849,0.0001443041,0.00005138327,0.00008128851,0.000002702336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001582126,"about_ca_system_score_gemma":0.00007749672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01055004,"about_ca_topic_score_gemma":0.3334366,"domain_scores_codex":[0.999375,0.00002857884,0.000158888,0.0001391511,0.00004637034,0.0002519455],"domain_scores_gemma":[0.9993469,0.00001165136,0.0001526176,0.0001582857,0.000004681373,0.000325856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002660993,0.0001011383,0.9478436,0.0001278883,0.00006531044,0.01275217,0.0006207663,0.005263605,0.0003800328,0.01106992,0.01157788,0.009931619],"study_design_scores_gemma":[0.0007202339,0.00006458603,0.9802456,0.00002051822,0.00004000417,0.0003137405,0.00007957478,0.002328444,0.000003619792,0.00136148,0.01470175,0.0001204407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914952,0.000155995,0.00360808,0.0004577164,0.0003242535,0.0003170057,0.00008817993,0.000002084529,0.00355151],"genre_scores_gemma":[0.9931364,0.00002817532,0.006087112,0.0003016512,0.00003337358,0.000008746064,0.000006467635,0.000005744249,0.0003923401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3228865,"threshold_uncertainty_score":0.9960388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132989834556199,"score_gpt":0.2344102136891889,"score_spread":0.2130803153436269,"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."}}