{"id":"W2616587359","doi":"10.2495/dne-v12-n3-303-313","title":"Conserving geo-diversity: The importance of valuing the heritage elements at Langkawi geopark","year":2017,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Geotourism and Geoheritage Conservation","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geopark; Diversity (politics); Geography; Earth science; Environmental resource management; Geology; Environmental science; Archaeology; Sociology; Tourism; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008922608,0.00007901088,0.0001117395,0.00004156063,0.0005103174,0.0001296376,0.0008244553,0.00006877863,0.0001372744],"category_scores_gemma":[0.0001875826,0.00004640136,0.00006220372,0.00002857086,0.0000976819,0.0003245738,0.0001239144,0.0002641218,0.000003264076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009329799,"about_ca_system_score_gemma":0.00003661138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002538411,"about_ca_topic_score_gemma":0.002061455,"domain_scores_codex":[0.9991294,0.00005776086,0.0002607642,0.0000827326,0.0003597834,0.0001095272],"domain_scores_gemma":[0.9986774,0.0002451638,0.0006586828,0.0001605213,0.0002225928,0.00003558216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001075534,0.000006867371,0.9945915,0.000005478897,0.0001094526,0.00005681298,0.0003616661,0.000581665,0.00004113506,0.0001208553,0.0008156626,0.003201364],"study_design_scores_gemma":[0.0003546274,0.00005490503,0.9777443,0.00004402943,0.00004083443,0.0001325687,0.000353196,0.01637906,0.0000360236,0.002985211,0.001804988,0.00007028827],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927667,0.001402867,0.0002924452,0.004072381,0.0007042334,0.00008220295,0.00003893768,0.00000271592,0.0006375312],"genre_scores_gemma":[0.9979532,0.0003452276,0.0007085387,0.0006577258,0.0001545792,1.516407e-7,0.00001042822,0.000001786599,0.000168376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01684722,"threshold_uncertainty_score":0.3925001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01943831171432711,"score_gpt":0.2390752950830302,"score_spread":0.2196369833687031,"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."}}