{"id":"W4411612414","doi":"10.24158/fik.2025.6.21","title":"Critical Museology: Towards a Thematic Polyphony in Research Approaches","year":2025,"lang":"en","type":"article","venue":"Общество философия история культура","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Museology; Polyphony; Thematic map; Sociology; Geography; Art; Visual arts; Cartography; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001309554,0.0003340337,0.0005475449,0.0005151991,0.0006042314,0.0004336189,0.000652856,0.0002078938,0.006076939],"category_scores_gemma":[0.0006688436,0.0002590372,0.0001823535,0.0003858882,0.001196845,0.0004088503,0.0003108688,0.0008827098,0.0005276109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014443,"about_ca_system_score_gemma":0.000194429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001634343,"about_ca_topic_score_gemma":0.00690055,"domain_scores_codex":[0.9967946,0.0003793317,0.0006513849,0.0006426118,0.0005179553,0.001014136],"domain_scores_gemma":[0.9984508,0.0004872626,0.00005230426,0.0006162552,0.0002459604,0.000147401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005503257,0.0003795513,0.0002336875,0.0003234896,0.00004240864,0.00004495468,0.02119453,0.000001827856,0.000146589,0.9465733,0.01706902,0.01393557],"study_design_scores_gemma":[0.002551945,0.0005071065,0.009135002,0.001323216,0.0001075132,0.00002823719,0.1125424,0.002260694,0.0008551086,0.2399062,0.6292934,0.001489199],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2165203,0.001616391,0.00004323411,0.01089982,0.001128456,0.0006949528,0.00003635717,0.0002226292,0.7688379],"genre_scores_gemma":[0.9673912,0.00004461882,0.0002560285,0.0007698855,0.000443472,0.0002341179,0.00001693839,0.00003478145,0.03080894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7508709,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4466594987064425,"score_gpt":0.4102271077082934,"score_spread":0.0364323909981491,"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."}}