{"id":"W4415835487","doi":"10.2139/ssrn.5701406","title":"Evaluating limitations of regional Red List guidelines for national extinction risk assessments","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"IUCN Red List; Extinction (optical mineralogy); Risk assessment; Endangered species; Wildlife","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":[0.1708583,0.0008144334,0.0007100665,0.004005105,0.001672124,0.005002441,0.004273511,0.002530049,0.008199384],"category_scores_gemma":[0.4744588,0.0005576432,0.0009993798,0.003523867,0.001806177,0.004717068,0.002886338,0.002367003,0.001511017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00551492,"about_ca_system_score_gemma":0.009011265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05184977,"about_ca_topic_score_gemma":0.05505301,"domain_scores_codex":[0.9056363,0.05978222,0.005113585,0.003063038,0.02482389,0.001581154],"domain_scores_gemma":[0.4135601,0.4623106,0.01426089,0.01737989,0.09032086,0.00216763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003595324,0.001264817,0.2615612,0.002341082,0.001301179,0.0004411398,0.008599135,0.07619678,0.001874085,0.0693858,0.09101897,0.4824205],"study_design_scores_gemma":[0.001835894,0.006282843,0.3361821,0.009765131,0.005201341,0.000816876,0.0293673,0.3081883,0.01153983,0.1281613,0.1620153,0.00064375],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6957083,0.005963109,0.1119582,0.02203993,0.00140576,0.003434066,0.008948913,0.001560809,0.1489809],"genre_scores_gemma":[0.87567,0.0007890603,0.1132952,0.002185378,0.000136901,0.001251235,0.002627235,0.0003828367,0.003662156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708583,"threshold_uncertainty_score":0.9035957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2503432744796373,"score_gpt":0.4540438150730649,"score_spread":0.2037005405934276,"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."}}