{"id":"W7117458676","doi":"10.31874/2520-6702-2025-20-52-71","title":"Ranking Support for the Strategic Development of Leading Universities: Lessons from the University Revolution in China","year":2025,"lang":"uk","type":"article","venue":"International Scientific Journal of Universities and Leadership","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ranking (information retrieval); China; Position (finance); Mainland China; Higher education; Overtaking; Strategic planning","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":[],"consensus_categories":[],"category_scores_codex":[0.001694631,0.0001072984,0.0001870681,0.0002797504,0.0009631122,0.0001326661,0.0007876639,0.00007717693,0.0001757573],"category_scores_gemma":[0.00002097471,0.00008756392,0.0001137254,0.0005308022,0.0008008897,0.0004769829,0.00007833279,0.0002258613,0.000002035659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278954,"about_ca_system_score_gemma":0.004959248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327749,"about_ca_topic_score_gemma":0.002422747,"domain_scores_codex":[0.9985721,0.0001535395,0.000345463,0.0001852609,0.000518506,0.0002251311],"domain_scores_gemma":[0.9982332,0.000743854,0.0004882388,0.00009348997,0.0003936515,0.00004754608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006855702,0.0002001449,0.00675082,0.0001098753,0.0008750801,0.00002049976,0.6543627,0.0008818517,0.0002343231,0.3064401,0.0230007,0.006438273],"study_design_scores_gemma":[0.0006676717,0.0000167242,0.02386638,0.0004974434,0.00007062983,0.000001096341,0.8096377,0.0001305676,0.00003772086,0.0008986294,0.1640901,0.00008536502],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338674,0.002422418,0.004648656,0.04252296,0.005603117,0.0002719355,0.0001363623,0.00000596925,0.01052119],"genre_scores_gemma":[0.9506676,0.0002740272,0.0003732698,0.00008583491,0.0001131346,1.985707e-7,0.000008908284,0.000002821043,0.0484742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3055415,"threshold_uncertainty_score":0.8797494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08986410119337629,"score_gpt":0.3211509496539386,"score_spread":0.2312868484605624,"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."}}