{"id":"W4401865952","doi":"10.20944/preprints202408.1742.v1","title":"A Fifteen Year Geological Journey with the IUCN Natural World Heritage Sites: Geoscience Education and the Conservation of Nature","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Geotourism and Geoheritage Conservation","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"IUCN Red List; Natural heritage; Natural (archaeology); World heritage; Nature Conservation; Earth science; Geography; Geology; Archaeology; Ecology; Tourism","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":[0.001371976,0.0002483203,0.0002838138,0.0001049479,0.0002165468,0.0001262743,0.000656426,0.0002161576,0.0006422455],"category_scores_gemma":[0.0003169957,0.0001256755,0.00009120478,0.0004080499,0.0008594957,0.0001423263,0.0003872784,0.001616899,0.0000973251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008552746,"about_ca_system_score_gemma":0.0003363518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002919949,"about_ca_topic_score_gemma":0.005220147,"domain_scores_codex":[0.9981451,0.0002711412,0.0003247436,0.0005908858,0.0004303824,0.0002377403],"domain_scores_gemma":[0.9984177,0.0003873553,0.0003036939,0.0006287189,0.0001951293,0.00006733798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001695007,0.00002216161,0.9947997,0.000157,0.00004917751,0.000004709429,0.001608859,0.0003737401,0.0000363412,0.0008808361,0.0007143384,0.001183625],"study_design_scores_gemma":[0.0002340493,0.00001867511,0.9814224,0.0001716993,0.00007582682,0.00001850055,0.0007457418,0.004200831,0.00005985654,0.007798781,0.005073525,0.0001801703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739655,0.003679452,0.000008396159,0.0183764,0.0005613269,0.0007533966,0.00005430542,0.00004895452,0.0025523],"genre_scores_gemma":[0.9941794,0.0001534983,0.0002420981,0.001353796,0.000171803,0.00002626685,0.000134777,0.000006133451,0.003732248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02021391,"threshold_uncertainty_score":0.7032138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04338269036083732,"score_gpt":0.2800125241158883,"score_spread":0.236629833755051,"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."}}