{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008223385,0.0002641769,0.0001982333,0.002649692,0.0002489297,0.0008950159,0.0001848618,0.0002804598,0.001773428],"category_scores_gemma":[0.002670494,0.00007051987,0.0004608086,0.001838416,0.000158778,0.000659444,0.0005669135,0.0002165145,0.000309348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005095799,"about_ca_system_score_gemma":0.0003704978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01168353,"about_ca_topic_score_gemma":0.01798841,"domain_scores_codex":[0.9996221,0.00009328811,0.00003154399,0.00005340685,0.0001489299,0.0000506067],"domain_scores_gemma":[0.998316,0.0007525661,0.0005244867,0.00005840176,0.0002139453,0.0001344997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003245899,0.000137725,0.9204823,0.0008995868,0.0001602249,0.0007155332,0.001778568,0.005357815,0.008516929,0.0004942113,0.002860824,0.05827177],"study_design_scores_gemma":[0.00001175805,0.0003793575,0.9649252,0.0001116605,0.0001844009,0.0007077905,0.004161509,0.0183686,0.002559185,0.0004754036,0.008082271,0.00003292743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993018,0.0004560647,0.0005526326,0.0003313793,0.000007650427,0.00003863267,0.002150027,0.00004797929,0.003397546],"genre_scores_gemma":[0.9968599,0.0003334151,0.0009248395,0.00002906992,0.00000754511,0.00001872855,0.000878174,0.000002840284,0.000945616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01168353,"threshold_uncertainty_score":0.02323103,"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."}}