{"id":"W4394943403","doi":"10.32461/2226-3209.1.2024.302042","title":"The impact of digital transformation on cultural and leisure activities of Ukrainian open-air museums in the first quarter of the XXI century","year":2024,"lang":"en","type":"article","venue":"National Academy of Managerial Staff of Culture and Arts Herald","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; Quarter (Canadian coin); Open air; Transformation (genetics); History; Visual arts; Media studies; Political science; Economy; Sociology; Art; Architectural engineering; Engineering; Archaeology; Economics; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008132801,0.0001403039,0.0002406098,0.0008239257,0.003107216,0.003854344,0.000338083,0.000296839,0.00183937],"category_scores_gemma":[0.001098798,0.0001276935,0.000280714,0.001082002,0.003713735,0.001524206,0.004668665,0.0005824746,0.0001596089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004210757,"about_ca_system_score_gemma":0.003007342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02426713,"about_ca_topic_score_gemma":0.03221503,"domain_scores_codex":[0.9992448,0.0002628389,0.00004357116,0.00007142068,0.0001439248,0.0002334331],"domain_scores_gemma":[0.9995682,0.00009854497,0.0001198865,0.00005376603,0.00005851691,0.0001011476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002584047,0.0000769956,0.1241165,0.0007235414,0.00007007481,0.004399517,0.6528304,0.001088578,0.003753934,0.08038076,0.002220943,0.1300804],"study_design_scores_gemma":[0.000009320333,0.0001027797,0.4921648,0.0005270037,0.00005290005,0.001920481,0.3314244,0.0003867282,0.00205294,0.004586231,0.1667261,0.00004627222],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760069,0.001656551,0.0001966641,0.0005326075,0.00001806942,0.000006786398,0.00004906725,0.000006406265,0.02152689],"genre_scores_gemma":[0.9983671,0.0004929022,0.00006600325,0.00002946285,0.000004044952,0.000002702115,0.00001468992,0.00000253467,0.001020501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02426713,"threshold_uncertainty_score":0.04825175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205569444190291,"score_gpt":0.2866945037749762,"score_spread":0.2546388093330733,"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."}}