{"id":"W3022255845","doi":"10.18280/ijdne.150207","title":"Comparative Analysis of Methodologies for the Evaluation of Geosites in the Context of the Santa Elena-Ancón Geopark Project","year":2020,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Geotourism and Geoheritage Conservation","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Escuela Superior Politécnica del Litoral","keywords":"Geopark; Context (archaeology); Geotourism; Geography; Environmental planning; Engineering; Tourism; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06209586,0.001219401,0.0009865833,0.01699969,0.001154177,0.00602592,0.001446194,0.001012641,0.002504764],"category_scores_gemma":[0.08524324,0.0004691395,0.001421415,0.01042809,0.001906733,0.003335569,0.003563081,0.0008351715,0.0002227192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007328163,"about_ca_system_score_gemma":0.005639421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006238412,"about_ca_topic_score_gemma":0.008191767,"domain_scores_codex":[0.906746,0.07824745,0.003623369,0.001703331,0.008509198,0.001170721],"domain_scores_gemma":[0.9167149,0.05900231,0.005035336,0.002555798,0.01595815,0.0007334651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00122909,0.0009760089,0.04891944,0.005540452,0.001370745,0.0006236523,0.02335471,0.03200069,0.005009027,0.1453341,0.002620318,0.7330219],"study_design_scores_gemma":[0.0007161753,0.006489251,0.208869,0.01340434,0.002800415,0.001308856,0.1637534,0.2754027,0.02285206,0.2093737,0.09445497,0.0005751917],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4185536,0.008432705,0.5051739,0.001193889,0.0001385361,0.003835364,0.000987472,0.000322002,0.06136258],"genre_scores_gemma":[0.5620204,0.001932989,0.4310009,0.00008198226,0.00002429023,0.002851779,0.000553688,0.00006818004,0.001465767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06209586,"threshold_uncertainty_score":0.3283982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333064777788701,"score_gpt":0.3573416113215696,"score_spread":0.2240351335426995,"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."}}