{"id":"W4411566417","doi":"10.1007/978-3-031-88590-7_1","title":"Introduction: African Film Festivals and Transnational Flows of Living Cultural Heritage","year":2025,"lang":"en","type":"book-chapter","venue":"Framing film festivals.","topic":"African history and culture studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Cultural heritage; Geography; Anthropology; History; Sociology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005141652,0.0003951741,0.0006705693,0.0001520329,0.001039434,0.00006033223,0.0002930439,0.000401072,0.002443338],"category_scores_gemma":[0.001312197,0.0003749564,0.0002070784,0.0001526406,0.001083598,0.0002323304,0.00009901908,0.0005160666,0.000009765118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002256473,"about_ca_system_score_gemma":0.0003053876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008939161,"about_ca_topic_score_gemma":0.0002977188,"domain_scores_codex":[0.9978435,0.0001356837,0.0004732537,0.0005974118,0.0006186228,0.0003315415],"domain_scores_gemma":[0.9982518,0.0006863773,0.000330275,0.000220305,0.0003853996,0.0001258412],"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":[0.00003013763,0.00005393569,0.0001080354,0.0002915974,0.0003364051,0.00001766566,0.06758752,0.0000406349,0.0001264345,0.8328605,0.09399251,0.00455462],"study_design_scores_gemma":[0.00008078168,0.00006264882,0.0004252227,0.0004902111,0.0001842476,0.000004542381,0.009070944,0.0000178983,0.0000063794,0.003719329,0.9854637,0.0004740689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002965036,0.002191694,0.0001594585,0.004168205,0.00138941,0.000402629,0.0001931226,0.0001520449,0.9910469],"genre_scores_gemma":[0.1262718,0.000299987,0.001700602,0.00006574257,0.002144895,0.00003095174,0.0000356194,0.00003533932,0.8694151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8914712,"threshold_uncertainty_score":0.9998702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635303541602704,"score_gpt":0.2546163802326344,"score_spread":0.2382633448166074,"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."}}