{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001524672,0.0003734922,0.0002571167,0.001165834,0.001742017,0.001375359,0.001345217,0.0005868252,0.004073769],"category_scores_gemma":[0.002139376,0.0002202388,0.0003673307,0.001042579,0.0004830954,0.0005678099,0.0006305366,0.0005945009,0.0002684391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03913017,"about_ca_system_score_gemma":0.02009717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9784756,"about_ca_topic_score_gemma":0.9895251,"domain_scores_codex":[0.9991302,0.000275846,0.00002818009,0.0002146763,0.0001762995,0.0001747673],"domain_scores_gemma":[0.9983335,0.0003367033,0.0002165773,0.00005259412,0.0007131157,0.0003474491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005490621,0.00161743,0.6723937,0.0004972573,0.0002913959,0.001100169,0.01181493,0.01141153,0.0112317,0.003162504,0.01245348,0.2734768],"study_design_scores_gemma":[0.00006154952,0.000712395,0.924718,0.0002074133,0.0001051121,0.0001109213,0.01013859,0.03877118,0.001308675,0.0005448753,0.0232358,0.00008548524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687082,0.001169859,0.006984612,0.002030629,0.00006736397,0.0009009538,0.001874973,0.0002481196,0.01801545],"genre_scores_gemma":[0.9695557,0.0005027156,0.01421171,0.000428241,0.00001137254,0.0002901537,0.0007902746,0.00002423235,0.01418564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03913017,"threshold_uncertainty_score":0.2839106,"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."}}