{"id":"W4408741544","doi":"10.1007/s12371-025-01098-1","title":"Preliminary Assessment of Hydrological Heritage in North Macedonia: A Novel Contribution to Geodiversity Protection","year":2025,"lang":"en","type":"article","venue":"Geoheritage","topic":"Geotourism and Geoheritage Conservation","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"Lunds Universitet","keywords":"Geodiversity; Historical geology; Biogeosciences; Geography; World heritage; Geology; Environmental planning; Archaeology; Earth science; Biodiversity; Biology; Ecology","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":[0.0004689436,0.0002779965,0.000147568,0.00312736,0.0005383026,0.001234008,0.0002520286,0.0001293788,0.001818224],"category_scores_gemma":[0.001221106,0.00008165393,0.0002208136,0.001644037,0.000423178,0.0003628613,0.001098139,0.000145354,0.0001151999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415697,"about_ca_system_score_gemma":0.0009135354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04732173,"about_ca_topic_score_gemma":0.1112025,"domain_scores_codex":[0.9998146,0.00004951843,0.00001600592,0.0000247444,0.0000498215,0.00004541602],"domain_scores_gemma":[0.9996358,0.00007238606,0.00008183475,0.00003209093,0.0001200015,0.00005788218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008945856,0.00005828095,0.8954726,0.0001743769,0.00008178033,0.000789483,0.006242514,0.002691532,0.001977941,0.002144229,0.00101724,0.0892605],"study_design_scores_gemma":[0.000001730438,0.0000531748,0.982877,0.00008549664,0.00002935771,0.0001213547,0.009587419,0.001937973,0.0003692823,0.0002995931,0.004629157,0.000008548242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947582,0.000205639,0.0003062487,0.00006170152,0.000004979566,0.00001906694,0.0002997999,0.000008908041,0.004335442],"genre_scores_gemma":[0.9983066,0.0001089423,0.0006409021,0.00000713487,0.000002698418,0.00001131781,0.0001778018,0.000001336191,0.0007431789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04732173,"threshold_uncertainty_score":0.09409261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01588290888871733,"score_gpt":0.2268932623077009,"score_spread":0.2110103534189836,"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."}}