{"id":"W4378172077","doi":"10.1094/pdis-02-23-0227-sc","title":"A Decade of Hidden Phytoplasmas Unveiled Through Citizen Science","year":2023,"lang":"en","type":"article","venue":"Plant Disease","topic":"Phytoplasmas and Hemiptera pathogens","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep Saint-Jean-sur-Richelieu; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Biology; Citizen science; Computational biology; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0026414,0.000566805,0.000520386,0.001283588,0.004557645,0.00569389,0.0008336211,0.002754431,0.009930824],"category_scores_gemma":[0.002784519,0.0002135945,0.0002972347,0.003065049,0.006303125,0.003788577,0.002739597,0.002840944,0.002342237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008650906,"about_ca_system_score_gemma":0.01506152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1401312,"about_ca_topic_score_gemma":0.2602714,"domain_scores_codex":[0.9989268,0.0001539228,0.00004160359,0.0001537334,0.0004929683,0.0002309089],"domain_scores_gemma":[0.9969922,0.00079983,0.0002404996,0.0002530906,0.001010404,0.0007039789],"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":[0.0002118947,0.0001258195,0.01569203,0.001846928,0.00006032734,0.001408861,0.01075677,0.0002684755,0.01405471,0.03795951,0.2400201,0.6775947],"study_design_scores_gemma":[0.000005348461,0.00006508258,0.01146624,0.0006648541,0.00003226618,0.0005084553,0.007146989,0.0001399479,0.001954785,0.00906484,0.9688976,0.00005358287],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09105507,0.2576321,0.01777291,0.4490342,0.02023586,0.0002645892,0.003714115,0.001531415,0.1587597],"genre_scores_gemma":[0.3273443,0.3499269,0.02680468,0.1310268,0.006573927,0.0001602113,0.004149112,0.0004055687,0.1536087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1401312,"threshold_uncertainty_score":0.278631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0306026688521015,"score_gpt":0.2422561788860106,"score_spread":0.2116535100339091,"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."}}