{"id":"W4402976569","doi":"10.1094/phyto-10-23-0391-kc","title":"Application of Loop-Mediated Isothermal Amplification in Plant Pathogen Detection","year":2024,"lang":"en","type":"review","venue":"Phytopathology","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Agriculture Food and Rural Development","funders":"National Key Research and Development Program of China; Liaoning Revitalization Talents Program","keywords":"Loop-mediated isothermal amplification; Biology; Amplicon; Pathogen; Plant disease; Biotechnology; Computational biology; Polymerase chain reaction; Microbiology; Genetics; Gene","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":[0.0001453365,0.000227622,0.0006793501,0.0003708716,0.00001084363,0.000007159416,0.00009908544,0.0004094468,0.000004733618],"category_scores_gemma":[0.00001037715,0.0001998243,0.000160067,0.0005212144,0.00003446046,0.00002641819,0.00001709726,0.000360396,0.0002040117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000887983,"about_ca_system_score_gemma":0.00001023967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005144113,"about_ca_topic_score_gemma":0.00002033163,"domain_scores_codex":[0.9988812,0.00006243507,0.000522739,0.0002816188,0.00007279601,0.0001792305],"domain_scores_gemma":[0.9995986,0.00004234079,0.00008883403,0.0002239384,0.00001494082,0.00003139676],"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":[0.000002732032,0.00001882733,0.000002961138,0.009306144,0.000023137,0.00001594609,0.00001497139,0.00003214565,0.002277197,0.0001874886,0.000008841777,0.9881096],"study_design_scores_gemma":[0.0002337352,0.00008932917,0.0002202399,0.003601965,0.0009668504,0.0003542485,0.00001292786,0.03118244,0.0005757401,0.0007164041,0.9612916,0.0007545513],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001636613,0.9917468,0.006603954,0.000002775798,0.0003754728,0.0004130944,0.0001862726,0.0001942969,0.000313681],"genre_scores_gemma":[0.01440225,0.9849553,0.00005829765,0.000003220142,0.0001176354,0.0001890032,0.0001956766,0.00005856193,0.00002011138],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9873551,"threshold_uncertainty_score":0.8148598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019011925729179,"score_gpt":0.2638676809180042,"score_spread":0.2448557551888252,"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."}}