{"id":"W4389005594","doi":"10.11609/jott.8576.15.11.24266-24276","title":"Mapping invasive alien plants through citizen science: shortlisting species of concern for the Nilgiris","year":2023,"lang":"en","type":"article","venue":"Journal of Threatened Taxa","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department for International Development; International Development Research Centre; National Geographic Society","keywords":"Alien; Invasive species; Alien species; Habitat; Biodiversity; Introduced species; Citizen science; Plant species; Geography; Ecology; Distribution (mathematics); Native plant; Ornamental plant; Agroforestry; Biology; Political science; Botany","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008570325,0.0001123919,0.000232681,0.00006544082,0.0003720454,0.00006315436,0.0005975654,0.00004081559,0.003172092],"category_scores_gemma":[0.0004417802,0.00007254943,0.0001433512,0.0006215826,0.000715299,0.0003064278,0.0002268426,0.0001018155,0.00007356603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000311054,"about_ca_system_score_gemma":0.00004929309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008017918,"about_ca_topic_score_gemma":0.00005018693,"domain_scores_codex":[0.9984651,0.00002010523,0.000416633,0.0001516438,0.0006138639,0.0003327129],"domain_scores_gemma":[0.9987992,0.0003151128,0.0005520154,0.00016902,0.00009146393,0.00007320724],"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":[0.0004508573,0.0002014394,0.2474288,0.000143521,0.0003576618,0.0001323157,0.01902477,0.002614749,0.5451814,0.004232337,0.1686432,0.01158892],"study_design_scores_gemma":[0.002121467,0.0004367793,0.6561769,0.0002628293,0.0001009206,0.000175771,0.09467089,0.0005233994,0.1764066,0.003766496,0.06490432,0.0004536615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798368,0.0001157335,0.0003611779,0.001389771,0.0004314662,0.0002091759,0.0001301045,0.00001898491,0.01750682],"genre_scores_gemma":[0.9982018,0.0005776696,0.0002005763,0.0001685061,0.0001165921,0.000007009967,0.000007999934,0.000009750632,0.0007100365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.408748,"threshold_uncertainty_score":0.9977391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191122429879846,"score_gpt":0.3090338166172604,"score_spread":0.1899215736292758,"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."}}