{"id":"W4410855918","doi":"10.4324/9781003462088-1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Museums and Cultural Heritage","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005329128,0.0006259269,0.0003767884,0.0009666138,0.001835799,0.00480738,0.00159316,0.002174222,0.5097435],"category_scores_gemma":[0.001834021,0.0002549517,0.0003870697,0.001189652,0.0007447337,0.003272438,0.002085893,0.00200545,0.3172379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001621322,"about_ca_system_score_gemma":0.001860841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0041428,"about_ca_topic_score_gemma":0.006168395,"domain_scores_codex":[0.9993407,0.00006010978,0.00002291027,0.0001510351,0.000352346,0.00007286426],"domain_scores_gemma":[0.9993,0.0001109827,0.00002803336,0.00007523914,0.0003615104,0.0001241864],"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":[0.00001774043,0.00003504375,0.0001662134,0.000219514,0.000001493006,0.0001084347,0.0005029295,0.00008358753,0.0003060513,0.04839268,0.8204418,0.1297246],"study_design_scores_gemma":[7.444635e-7,0.000003229811,0.00006542451,0.00006372096,3.605876e-7,0.00005011059,0.00006512428,0.000007436273,0.00002852559,0.00149046,0.9982235,0.000001404181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005871994,0.003966268,0.002214141,0.003953204,0.003453953,0.00009464716,0.001338341,0.0004923479,0.9839],"genre_scores_gemma":[0.001827632,0.00209222,0.000907061,0.001383393,0.0004730374,0.00004157894,0.0008758364,0.0001389532,0.9922603],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4902565,"threshold_uncertainty_score":0.6992913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353316528636376,"score_gpt":0.1929105286078462,"score_spread":0.1693773633214825,"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."}}