{"id":"W2151277839","doi":"10.1146/annurev.phyto.38.1.207","title":"Impacts of Molecular Diagnostic Technologies on Plant Disease Management","year":2000,"lang":"en","type":"article","venue":"Annual Review of Phytopathology","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":297,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Canadian Food Inspection Agency","funders":"","keywords":"Biology; Plant virus; Plant quarantine; Biotechnology; Serology; Pathogen; DNA sequencing; Polymerase chain reaction; Bacteria; Pathogenic bacteria; Molecular diagnostics; Computational biology; Virology; Gene; Virus; Microbiology; Genetics; Ecology; Antibody","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":[0.0002415996,0.0001265353,0.0003596045,0.00002046391,0.00003211405,0.000002357373,0.00031081,0.00003655421,0.0001916326],"category_scores_gemma":[0.0005957967,0.0000471351,0.0001081657,0.0002474185,0.0001775853,0.00003759345,0.0001092101,0.00008318053,0.00004588378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000085039,"about_ca_system_score_gemma":0.000004672341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236163,"about_ca_topic_score_gemma":0.000008181556,"domain_scores_codex":[0.998912,0.000112932,0.0002682662,0.0002184837,0.0002329212,0.0002554101],"domain_scores_gemma":[0.9993393,0.00034921,0.00009342803,0.0001130211,0.00005223883,0.00005281767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001995718,0.0005935655,0.003170729,0.004772332,0.00007054368,0.00120221,0.00004673143,0.000004021089,0.03914464,0.002726383,0.0103508,0.9377185],"study_design_scores_gemma":[0.0005374912,0.003804322,0.6315143,0.02139607,0.0002685385,0.00006767558,0.000446816,0.000003098262,0.04747837,0.004964082,0.288709,0.0008102073],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9072332,0.08461812,3.214553e-7,0.002682584,0.00002768686,0.0005495694,0.002528449,0.00005720899,0.002302844],"genre_scores_gemma":[0.741368,0.258053,0.00002182172,0.0003982374,0.00001061713,0.00004409417,0.00006450497,6.521821e-7,0.00003904611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9369082,"threshold_uncertainty_score":0.2098243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275700917850909,"score_gpt":0.2720643252591253,"score_spread":0.2593073160806162,"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."}}