{"id":"W7080151729","doi":"","title":"How to Create a Portal for Digital Humanities Research Using a Linked Open Data Cloud of Cultural Heritage Knowledge Graphs: Case SampoSampo","year":2025,"lang":"en","type":"article","venue":"Aaltodoc (Aalto University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"China Scholarship Council; European Commission","keywords":"Linked data; Cloud computing; Digital humanities; Cultural heritage; Semantic Web; Open data; Ontology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007951054,0.0003086522,0.0004737916,0.003225304,0.003295859,0.0124964,0.001326797,0.00255741,0.02755212],"category_scores_gemma":[0.01595679,0.0006428154,0.001018441,0.005921196,0.001382759,0.02108523,0.007730796,0.002369618,0.01385503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110561,"about_ca_system_score_gemma":0.00394426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006420204,"about_ca_topic_score_gemma":0.01086403,"domain_scores_codex":[0.9977526,0.0008480191,0.0001985286,0.000259445,0.0006979535,0.0002434201],"domain_scores_gemma":[0.9860035,0.004209813,0.0004106175,0.005333785,0.00158908,0.002453335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003773325,0.001430955,0.01945283,0.001398303,0.0001131202,0.003964493,0.01262418,0.002582303,0.01176558,0.1721613,0.2632394,0.5108902],"study_design_scores_gemma":[0.0001122763,0.0001124361,0.006196509,0.0006178664,0.00005241127,0.001163687,0.009146312,0.008458242,0.004113186,0.04605131,0.9238625,0.0001131417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08017102,0.001330148,0.5044257,0.05843681,0.002545678,0.004651074,0.01048094,0.0305076,0.3074511],"genre_scores_gemma":[0.1544139,0.001591005,0.7346927,0.002473689,0.0002872479,0.001064555,0.01196408,0.006599606,0.08691327],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9875036,"threshold_uncertainty_score":0.09217107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2156865460491572,"score_gpt":0.3564323065643891,"score_spread":0.1407457605152319,"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."}}