{"id":"W4411544045","doi":"10.1134/s2075111725700158","title":"Risk Assessment, Potential Distribution, and Public Interest of Allergenic Weed, Common Ragweed Ambrosia artemisiifolia L., Invasive to South Africa","year":2025,"lang":"en","type":"article","venue":"Russian Journal of Biological Invasions","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ambrosia artemisiifolia; Ragweed; Weed; Ambrosia; Invasive species; Biology; Distribution (mathematics); Introduced species; Botany; Agronomy; Ecology; Pollen; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003776927,0.000179501,0.0004702823,0.00004164717,0.000366849,0.00007189815,0.0003579541,0.0001415775,0.0001017554],"category_scores_gemma":[0.0005140242,0.00006417569,0.0002165367,0.0004462782,0.0001926269,0.00009330543,0.0002855757,0.0003127662,0.000005119449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003063505,"about_ca_system_score_gemma":0.00003243829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002738058,"about_ca_topic_score_gemma":0.0003439178,"domain_scores_codex":[0.9984947,0.000236174,0.0006020226,0.0002170595,0.0001458174,0.0003042032],"domain_scores_gemma":[0.9986992,0.0003637813,0.0005126583,0.00003784917,0.0001347173,0.0002517986],"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":[0.0002836459,0.0004427894,0.1241523,0.00001275941,0.0003046285,0.00003886208,0.0001307846,0.000003798897,0.8534936,0.008501014,0.005961727,0.006674157],"study_design_scores_gemma":[0.0002927958,0.001000471,0.9883519,0.000127193,0.00005743741,0.00002466768,0.001117453,0.000006064597,0.001274562,0.002307097,0.005289503,0.0001507932],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950711,0.0005264453,0.0001093134,0.00315383,0.0001220873,0.0001585501,0.0004429592,0.00001556036,0.0004001137],"genre_scores_gemma":[0.9991094,0.0004507346,0.0001136832,0.0001063414,0.0001363488,0.000006170444,0.00003339976,7.029058e-7,0.00004320185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8641997,"threshold_uncertainty_score":0.2821544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017675717811291,"score_gpt":0.2574203028778262,"score_spread":0.1556527310966971,"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."}}