{"id":"W4393161614","doi":"10.29329/jirte.2024.650.4","title":"A comparative analysis of educational administration doctoral programs in the international context: Examples from Türkiye and Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Innovative Research in Teacher Education","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Turkish; Library science; Ranking (information retrieval); Context (archaeology); Administration (probate law); Descriptive statistics; Sample (material); Academic year; Political science; Medical education; Sociology; Geography; Computer science; Medicine; Statistics","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":[0.00194538,0.00008315828,0.0002026968,0.0009671607,0.00006130549,0.0002988286,0.0002446795,0.00002851051,0.0006600113],"category_scores_gemma":[0.0002196537,0.00005922501,0.00003284102,0.0007879671,0.0002497409,0.0005352985,0.00001894448,0.0005445516,8.904706e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346756,"about_ca_system_score_gemma":0.003930659,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2044112,"about_ca_topic_score_gemma":0.7466903,"domain_scores_codex":[0.9981689,0.0003917773,0.000571775,0.0001416163,0.00060604,0.0001198728],"domain_scores_gemma":[0.9970521,0.001258863,0.0002764871,0.00009182841,0.001289055,0.000031708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001273402,0.001969309,0.1910491,0.00005927385,0.0007654705,0.000004733845,0.4148263,0.000005816484,0.00009079553,0.343004,0.01147854,0.03661928],"study_design_scores_gemma":[0.0001672142,0.0001677154,0.207213,0.000260608,0.00004297263,0.000004984234,0.6948324,0.0001251474,0.00004262035,0.0053878,0.09166331,0.00009223029],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607052,0.001892783,0.000002521741,0.03178992,0.0005479067,0.0001561746,0.00002088259,0.000001210866,0.00488338],"genre_scores_gemma":[0.9985248,0.0001048184,0.00007223241,0.00008809753,0.0005711961,0.00004183669,0.0001032422,0.000004077265,0.0004896953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5422791,"threshold_uncertainty_score":0.8008868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3621805127494351,"score_gpt":0.4723452439023676,"score_spread":0.1101647311529325,"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."}}