{"id":"W4390270674","doi":"10.29173/ijll34","title":"Leadership Impact on Lecturer Retention at University Preparation Programs in Malaysia","year":2023,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Expatriate; Higher education; Population; Public relations; Psychology; Institution; Psychological contract; Medical education; Political science; Business; Sociology; Pedagogy; Marketing; Medicine; Social science","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":[0.001522076,0.00009927345,0.0001131238,0.0005772513,0.0003695943,0.0001126896,0.000242873,0.0001011431,0.0001360087],"category_scores_gemma":[0.0007476183,0.00009879476,0.0001295249,0.0004982064,0.00009377269,0.0003068194,0.00002069586,0.0004125241,0.00007989314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415426,"about_ca_system_score_gemma":0.0001392647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001735859,"about_ca_topic_score_gemma":0.001244047,"domain_scores_codex":[0.9984519,0.0003326285,0.0002054716,0.0001882412,0.0004419194,0.0003797666],"domain_scores_gemma":[0.9992706,0.0003088318,0.000155358,0.00004143808,0.0001677179,0.00005601644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001539681,0.0002474819,0.6912611,0.00003773449,0.0001693123,0.00007265853,0.2340879,0.03564125,0.0004755018,0.01149871,0.00782887,0.01713976],"study_design_scores_gemma":[0.003479686,0.0007521291,0.3268396,0.0009887612,0.00002693771,0.00002785746,0.5617495,0.008520977,0.000130606,0.004029142,0.09282728,0.000627571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725251,0.00004457027,0.00006650225,0.02170094,0.001344561,0.0002666963,0.000001364734,0.00007135551,0.003978875],"genre_scores_gemma":[0.9782911,0.00009117762,0.00003847828,0.0001310817,0.0003967905,0.000007147078,0.00003151846,0.00001060815,0.02100213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3644215,"threshold_uncertainty_score":0.4028734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3141157682135258,"score_gpt":0.4081227739433178,"score_spread":0.09400700572979193,"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."}}