{"id":"W7118323634","doi":"10.22761/gd.2025.0066","title":"Spatial Assessment of the IUCN Red List Ecosystems in Limestone Areas: Focusing on Gangwon and Chungcheongbuk Provinces","year":2025,"lang":"en","type":"article","venue":"GEO DATA","topic":"Ecology and Conservation Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Ecology","keywords":"IUCN Red List; Biodiversity; Ecosystem; Critically endangered; Endangered species; Data deficient; Endemism; Occupancy; Threatened species; Vulnerability (computing)","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":[0.0006186356,0.0002956638,0.0001390334,0.003199181,0.0002994747,0.0007067975,0.0003356973,0.0001381301,0.0005866748],"category_scores_gemma":[0.001269883,0.0001457376,0.0002491553,0.003358332,0.0003190447,0.0003571766,0.0009066733,0.0000998962,0.00007751792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009138432,"about_ca_system_score_gemma":0.0009846152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.100784,"about_ca_topic_score_gemma":0.2128859,"domain_scores_codex":[0.9996245,0.00006515146,0.00004034166,0.00006150237,0.0001190705,0.00008939671],"domain_scores_gemma":[0.9992902,0.0000787973,0.0002100552,0.00005262294,0.0002856592,0.0000825954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005258295,0.00001718109,0.9792755,0.00005434449,0.00004653902,0.0002717536,0.0005063471,0.005542026,0.0009395629,0.0003670666,0.0003834529,0.01254367],"study_design_scores_gemma":[0.000003168316,0.00001281477,0.9828148,0.0000295438,0.00002750662,0.0001093412,0.002222933,0.01277831,0.0004178526,0.0001145488,0.00145622,0.00001303168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968525,0.00009977672,0.0005371567,0.00002902456,0.000002378099,0.00001765553,0.0008425316,0.00001432194,0.001604711],"genre_scores_gemma":[0.9980678,0.00006198372,0.0009681268,0.000005430201,9.258378e-7,0.00001286898,0.0006449745,0.000002855019,0.0002350359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100784,"threshold_uncertainty_score":0.2003947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03506497197389713,"score_gpt":0.2824538273911966,"score_spread":0.2473888554172994,"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."}}