{"id":"W1865109432","doi":"10.3968/j.css.1923669720130905.2811","title":"Chinese Research University Presidents' Roles: Ideal Expectations and Actual Status—Based on the Content Analysis of China Education Daily","year":2013,"lang":"en","type":"article","venue":"Canadian social science","topic":"Educational Research and Analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Ideal (ethics); Content analysis; Order (exchange); Content (measure theory); Psychology; Sociology; Political science; Public relations; Pedagogy; Social science; Law; Business; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001519445,0.000058075,0.0001065559,0.001029754,0.003058279,0.0002255234,0.0005244635,0.00003810839,0.0005388446],"category_scores_gemma":[0.002409484,0.00004654378,0.00006578235,0.005771222,0.002316658,0.000354195,0.00002950472,0.0001494243,0.00001501334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008545603,"about_ca_system_score_gemma":0.00850961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5719759,"about_ca_topic_score_gemma":0.4616813,"domain_scores_codex":[0.9976768,0.000399012,0.0001032389,0.0002323733,0.001084374,0.0005041927],"domain_scores_gemma":[0.9977745,0.0005054098,0.00005691544,0.0001443457,0.0008792153,0.0006396448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001326927,0.000184921,0.538013,0.000006473545,0.0001590496,0.000001237167,0.1410156,0.00002590252,0.000673933,0.2997324,0.007597004,0.01257725],"study_design_scores_gemma":[0.00003886687,0.00001379378,0.7495583,0.000004089693,0.00002227639,9.597658e-9,0.2481849,0.0003760831,0.000006883922,0.0006905234,0.001050187,0.00005404409],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926814,0.00003030653,0.000009784214,0.01034663,0.00003300939,0.0002348647,0.00003661204,0.000004959162,0.06248978],"genre_scores_gemma":[0.9985313,0.0000174078,0.00002745912,0.0001506786,0.00006653131,0.00001251072,0.0000107837,0.000002272443,0.001181014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2990419,"threshold_uncertainty_score":0.9982396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04957635522233098,"score_gpt":0.3873873572163308,"score_spread":0.3378110019939998,"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."}}