{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001526689,0.0001136208,0.0001564274,0.00002301201,0.0001973316,0.00003627294,0.000346109,0.00003084235,0.0002133728],"category_scores_gemma":[0.00009363671,0.00004561593,0.00008835114,0.0008651244,0.0001608188,0.0001553275,0.000124927,0.00005607236,0.0001567067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001429175,"about_ca_system_score_gemma":0.00004089917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000127458,"about_ca_topic_score_gemma":0.00003767002,"domain_scores_codex":[0.9987866,0.00001910765,0.0001700091,0.0003060259,0.0003523911,0.0003658173],"domain_scores_gemma":[0.999444,0.0001252798,0.00006669466,0.00008177869,0.00005125579,0.0002309861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002759028,0.0002401511,0.3110325,0.000075487,0.00002521688,0.0002605506,0.0004769012,0.00001950216,0.6602958,0.004956941,0.01049151,0.01184961],"study_design_scores_gemma":[0.0002820331,0.00009084137,0.9459664,0.00008024292,0.00003400264,0.000007968069,0.0002226304,0.0007850961,0.03150115,0.006601898,0.01410076,0.0003269916],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953368,0.0000654048,4.763986e-7,0.0005224408,0.0001329525,0.000131728,0.001211854,0.0001215822,0.002476709],"genre_scores_gemma":[0.999203,0.00006814028,0.00004585456,0.0001412337,0.0001352865,0.00001882137,0.0001795308,8.791733e-7,0.0002072815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6349339,"threshold_uncertainty_score":0.2336282,"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."}}