{"id":"W4380630243","doi":"10.5430/ijhe.v12n3p60","title":"Development of Indicators and Approach for Enhancing Chinese Language Teacher Leadership of Secondary Schools in the Northeast","year":2023,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Educational leadership; Descriptive statistics; China; Psychology; Consistency (knowledge bases); Pedagogy; Empirical research; Political science; Computer science; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.001325962,0.00004416522,0.00008262203,0.0002568311,0.00004929985,0.00002300094,0.0002447132,0.00003467048,0.00005177618],"category_scores_gemma":[0.0001700584,0.00003215122,0.00003340354,0.0001920216,0.00004421012,0.0002271304,0.00001118535,0.0001394456,7.631877e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005556826,"about_ca_system_score_gemma":0.0007889475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008106715,"about_ca_topic_score_gemma":0.000196856,"domain_scores_codex":[0.9991204,0.00008354707,0.0003051535,0.00005878646,0.0003622042,0.00006997052],"domain_scores_gemma":[0.9991487,0.0001995439,0.0003966392,0.00003909482,0.0001890092,0.00002704897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001482053,0.001341082,0.2117874,0.0001943449,0.0002522083,0.00000100784,0.6292419,0.00002943724,0.00189577,0.0189632,0.002345789,0.1337996],"study_design_scores_gemma":[0.0002497042,0.00002005143,0.6532133,0.0000753856,0.00001156132,0.00000347795,0.3346482,0.000003294118,0.0001452731,0.0008595252,0.0107132,0.00005702489],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877465,0.0007493469,0.00003122128,0.00850668,0.0004581606,0.00009420375,0.000002099557,0.000002206206,0.002409616],"genre_scores_gemma":[0.9968046,0.00005398822,0.002003161,0.00008809501,0.0004847514,0.00001305941,0.00001181779,0.000004094684,0.0005364296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4414258,"threshold_uncertainty_score":0.1399559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05930335108991553,"score_gpt":0.4027323169719675,"score_spread":0.343428965882052,"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."}}