{"id":"W186754429","doi":"10.1007/978-94-007-2789-2_0","title":"Introduction and Acknowledgements","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"China; Politics; Political science; Sociology; Social science; Library science; Media studies; Law","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001787856,0.00007428898,0.00007703526,0.00003268311,0.0001558492,0.00003060413,0.00004955961,0.0001042333,0.05015604],"category_scores_gemma":[0.00002556423,0.00007113296,0.00001563854,0.00001199451,0.00007648169,0.0001083604,0.00002189592,0.00006362946,0.004876229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116255,"about_ca_system_score_gemma":0.0001340377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003131492,"about_ca_topic_score_gemma":0.0002400058,"domain_scores_codex":[0.9994631,0.000006887506,0.00009045674,0.0001322301,0.0001933742,0.0001139364],"domain_scores_gemma":[0.9996481,0.000009587804,0.00005941106,0.00007519348,0.0001299809,0.00007774438],"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":[5.633891e-7,0.000004673056,0.0001146101,0.00000324596,0.00001025744,4.936021e-8,0.002203639,2.67179e-9,3.027844e-7,0.4118791,0.5544063,0.0313772],"study_design_scores_gemma":[0.00002611822,0.000002268835,0.0005481132,0.000007100162,0.000008765044,8.58053e-8,0.00008115367,8.517393e-9,0.000002444876,0.006426136,0.992805,0.00009278187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002015894,0.0008928129,0.00001627155,0.002952091,0.00248866,0.0001000419,9.784682e-7,0.00003019183,0.9934988],"genre_scores_gemma":[0.0002080901,0.002217149,0.0003594807,0.000170318,0.005788564,0.000004297973,0.000007318436,0.000008010597,0.9912367],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4383987,"threshold_uncertainty_score":0.9958986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02040289975292378,"score_gpt":0.2933662822709833,"score_spread":0.2729633825180595,"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."}}