{"id":"W2566676815","doi":"10.1080/02601370.2017.1268810","title":"Chinese students speak about their favourite teachers and university reform","year":2016,"lang":"en","type":"article","venue":"International Journal of Lifelong Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Favourite; Beijing; China; Humanism; Sociology; Government (linguistics); Democratization; Politics; Globalization; Political science; Media studies; Social science; Pedagogy; Democracy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0005673196,0.00006677095,0.00008441306,0.0001523113,0.0001139845,0.00007813574,0.0004127531,0.00004087465,0.00009900863],"category_scores_gemma":[0.0001807034,0.00004482776,0.00004359404,0.00008438055,0.00008025924,0.000658522,0.00003260129,0.0000699455,0.00001340721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008824681,"about_ca_system_score_gemma":0.0009367364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006648199,"about_ca_topic_score_gemma":0.0004385771,"domain_scores_codex":[0.9989655,0.00007396274,0.0002072934,0.00008926441,0.0005667461,0.000097223],"domain_scores_gemma":[0.9988766,0.00006218971,0.0003212568,0.00005822798,0.0005591374,0.0001226265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005178172,0.0002797944,0.815423,0.000001910704,0.0001150788,0.000004848166,0.05103789,3.314249e-7,0.00023625,0.003342064,0.007945625,0.1215614],"study_design_scores_gemma":[0.0002794829,0.00001149826,0.7078974,0.0000897843,0.000004596794,0.000009001919,0.006216757,7.77419e-8,0.00002635851,0.0008067134,0.2846003,0.00005797661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696636,0.0001641544,0.0001627026,0.02186906,0.002606923,0.00005332943,0.000005316499,0.000008634159,0.005466239],"genre_scores_gemma":[0.9881622,0.001081537,0.0005225015,0.000337522,0.001255544,6.353956e-7,0.000001957611,0.000004674597,0.008633411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2766547,"threshold_uncertainty_score":0.2307623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009062445457849937,"score_gpt":0.3383148558750551,"score_spread":0.3292524104172051,"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."}}