{"id":"W6930778532","doi":"10.5281/zenodo.11839002","title":"introducing cultural studies ziauddin sardar pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural studies; Field (mathematics); Cultural homogenization; Cultural history; Cultural analysis; Cultural identity; Cultural geography","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":[0.00199725,0.0008111286,0.0004305462,0.001770722,0.002241753,0.00795143,0.0006660235,0.001493502,0.1565578],"category_scores_gemma":[0.003758248,0.000415032,0.000363648,0.002087919,0.00157063,0.003524988,0.0039175,0.002876496,0.04358561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003795826,"about_ca_system_score_gemma":0.002646584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002505438,"about_ca_topic_score_gemma":0.004549721,"domain_scores_codex":[0.9989231,0.0002821303,0.00005791575,0.0001151596,0.0005127664,0.000108963],"domain_scores_gemma":[0.9979747,0.0006882002,0.0001602007,0.000170071,0.0006284343,0.0003783481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000205968,0.00004054902,0.0002163628,0.0003910915,0.000002691472,0.0001691222,0.00280707,0.00005269629,0.0005034522,0.02255828,0.8439529,0.1292851],"study_design_scores_gemma":[0.000002598833,0.000004980629,0.0002424558,0.0001691856,7.247888e-7,0.00005608104,0.001007976,0.000004975843,0.00004850897,0.000532556,0.9979278,0.000002120371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004440063,0.04897472,0.001921975,0.06828542,0.02633262,0.0002641678,0.0009957437,0.001202678,0.8475825],"genre_scores_gemma":[0.06723022,0.06467447,0.005340699,0.01477602,0.008082077,0.000461796,0.001089472,0.0008097163,0.8375356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1565578,"threshold_uncertainty_score":0.523738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149021195640995,"score_gpt":0.2928031977899687,"score_spread":0.2613129858335587,"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."}}