{"id":"W2129331601","doi":"10.1146/annurev-phyto-081211-172942","title":"New Grower-Friendly Methods for Plant Pathogen Monitoring","year":2012,"lang":"en","type":"review","venue":"Annual Review of Phytopathology","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Identification (biology); Biotechnology; Plant disease; Biology; Risk analysis (engineering); Point-of-care testing; Engineering; Business; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002400865,0.0005385119,0.003248826,0.0000439266,0.0001338698,0.0000122441,0.0008735085,0.0003232803,0.0001092889],"category_scores_gemma":[0.00100407,0.0001937714,0.001028161,0.0004588137,0.00009692027,0.0001319985,0.0004202461,0.0003750551,0.00006137551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004709002,"about_ca_system_score_gemma":0.00008601972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002669789,"about_ca_topic_score_gemma":0.000005456805,"domain_scores_codex":[0.9962599,0.001036524,0.001046152,0.0005851079,0.0002581236,0.0008141712],"domain_scores_gemma":[0.9964187,0.002187493,0.0007468467,0.0001964449,0.0002033473,0.0002471837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005554979,0.0000330669,0.000003312372,0.03819017,0.000057433,0.000008385223,0.00001743787,9.189122e-10,0.000482413,0.00009483269,0.005061788,0.9560456],"study_design_scores_gemma":[0.00004088255,0.0003331238,0.00003025699,0.02984738,0.0006153995,0.0001201637,0.00001608113,2.594825e-8,0.0000448895,0.00006092727,0.9685588,0.0003320825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001038342,0.9912812,0.00006662341,0.00009391365,0.0007897222,0.001610659,0.005845434,0.00004138194,0.0002700463],"genre_scores_gemma":[1.856349e-7,0.9866099,0.01008753,0.00005043083,0.001757581,0.0004188936,0.0007824912,0.00000601741,0.0002869572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.963497,"threshold_uncertainty_score":0.7901766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161516149022799,"score_gpt":0.4347532755377861,"score_spread":0.3186016606355063,"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."}}