{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003373567,0.0002055483,0.0002366815,0.000591798,0.001671727,0.002706948,0.0006385862,0.0004364265,0.006332098],"category_scores_gemma":[0.009288144,0.0001514088,0.0002949071,0.0004175225,0.000882209,0.0008526032,0.00198351,0.001232831,0.0007070181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00159064,"about_ca_system_score_gemma":0.003675761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006835955,"about_ca_topic_score_gemma":0.01609134,"domain_scores_codex":[0.9969824,0.001144212,0.0001428176,0.0001341888,0.000620697,0.0009755916],"domain_scores_gemma":[0.9886156,0.001908597,0.003175747,0.0002135472,0.001707843,0.004378725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003044876,0.001913573,0.8369963,0.0002727359,0.00007266999,0.000786056,0.04662563,0.0001697276,0.001423779,0.0006457469,0.003263551,0.1075258],"study_design_scores_gemma":[0.00001651905,0.001136721,0.8738469,0.0002925316,0.00003362681,0.0003086101,0.1193011,0.0002730554,0.0006797402,0.0001342109,0.003940027,0.00003682519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958229,0.0002488815,0.00006544843,0.0005255347,0.00002720704,0.00001717851,0.00002377907,0.000006823539,0.003262131],"genre_scores_gemma":[0.9984993,0.0001536659,0.00005275392,0.00009355418,0.00001283019,0.000008203789,0.00001917623,0.000002599622,0.001157937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006835955,"threshold_uncertainty_score":0.02118295,"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."}}