{"id":"W4409114031","doi":"10.1094/pdis-12-24-2634-re","title":"Satellite-Based Crop Identification and Risk Profiling for Areawide Management of Whitefly and Tomato Yellow Leaf Curl Virus in Southwest Florida","year":2025,"lang":"en","type":"article","venue":"Plant Disease","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Linnaeus Plant Sciences (Canada)","funders":"Agricultural Research Service","keywords":"Whitefly; Biology; Crop; PEST analysis; Integrated pest management; Tomato yellow leaf curl virus; Growing season; Agronomy; Ecology; Plant virus; Horticulture; Virus; Virology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003809453,0.0003185864,0.0001782069,0.0004836195,0.0001569198,0.0002762967,0.0002973398,0.0002115373,0.0002882193],"category_scores_gemma":[0.0005536352,0.0001137831,0.000194081,0.0002683268,0.0001149316,0.0003562499,0.0003061304,0.0001743482,0.00005325648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008265427,"about_ca_system_score_gemma":0.0007264498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08089542,"about_ca_topic_score_gemma":0.1304668,"domain_scores_codex":[0.9999084,0.00002314038,0.000003230432,0.00003011261,0.00001342511,0.00002161443],"domain_scores_gemma":[0.9998384,0.0000335964,0.00006341548,0.00001126727,0.00003227869,0.00002102621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002576278,0.0003513262,0.3982093,0.00008224351,0.0001519361,0.0001616136,0.0002524074,0.437535,0.03406922,0.0008762181,0.001413046,0.12664],"study_design_scores_gemma":[0.000007245887,0.00007206636,0.07014989,0.000006829977,0.00002271431,0.00001314176,0.0001362667,0.9279877,0.001110167,0.0001979274,0.000284978,0.00001111043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871534,0.00009744307,0.0116759,0.0001307077,0.000003596679,0.00002743663,0.0003169712,0.0000943132,0.000500278],"genre_scores_gemma":[0.9902802,0.00004773325,0.009197741,0.00001310843,0.000003843007,0.00001314615,0.0002828993,0.000003356479,0.000157949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08089542,"threshold_uncertainty_score":0.1608491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218839656593945,"score_gpt":0.2591766955197266,"score_spread":0.2369882989537871,"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."}}