{"id":"W4317604157","doi":"10.1101/2023.01.19.524422","title":"A decade of hidden phytoplasmas unveiled through citizen science","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Phytoplasmas and Hemiptera pathogens","field":"Agricultural and Biological Sciences","cited_by":5,"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":"","keywords":"Phytoplasma; Citizen science; Government (linguistics); Agriculture; Political science; TRACE (psycholinguistics); Geography; Biology; Environmental planning; Environmental resource management; Ecology; Botany; Economics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007682989,0.0005371121,0.0007477365,0.00009236968,0.0003530984,0.0002209085,0.00147796,0.0004714134,0.00012162],"category_scores_gemma":[0.0002945992,0.0002815159,0.0002829162,0.001654391,0.0004977638,0.0002508686,0.001206331,0.0005942849,0.0001419462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592494,"about_ca_system_score_gemma":0.0003148311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007320039,"about_ca_topic_score_gemma":0.00003243703,"domain_scores_codex":[0.9962721,0.00008055782,0.0006638045,0.001314965,0.0008018966,0.0008666879],"domain_scores_gemma":[0.9978317,0.0001803052,0.0005537539,0.0005287737,0.0006132147,0.0002922476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001871924,0.00009074531,0.02410411,0.0001079776,0.00004451189,0.00003036184,0.00001710985,0.000007031544,0.9744247,0.0007809226,0.0003628325,0.00001103637],"study_design_scores_gemma":[0.0002009198,0.00009082961,0.3466904,0.000355612,0.00005891914,2.771298e-8,0.00001012669,0.00009096149,0.6485221,0.00006900806,0.003244963,0.0006661153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962744,0.0002798327,0.00001686561,0.0004247973,0.001122025,0.000546178,0.0007945196,0.000458262,0.0000831733],"genre_scores_gemma":[0.996739,0.0002932634,0.001999193,0.0001328312,0.0006797563,0.0001225434,0.000001078397,0.00001367403,0.00001868346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3259026,"threshold_uncertainty_score":0.9999637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156471177085921,"score_gpt":0.2337619513794687,"score_spread":0.2021972396086095,"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."}}