{"id":"W2034670987","doi":"10.5539/ies.v4n1p90","title":"The Role of Leadership Practices on Job Stress among Malay Academic Staff: a Structural Equation Modeling Analysis","year":2011,"lang":"en","type":"article","venue":"International Education Studies","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structural equation modeling; Malay; Psychology; Stress (linguistics); Social psychology; Dimension (graph theory); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002938164,0.0007982616,0.0007748507,0.00185389,0.00145185,0.001528209,0.001206533,0.0009749244,0.006266828],"category_scores_gemma":[0.004529723,0.0006752972,0.002443357,0.001257745,0.0004816256,0.0007116582,0.001113346,0.001521968,0.0006134672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001904066,"about_ca_system_score_gemma":0.003635286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04358139,"about_ca_topic_score_gemma":0.03579273,"domain_scores_codex":[0.9986628,0.0005980774,0.00009716105,0.0001385517,0.0002046826,0.0002987066],"domain_scores_gemma":[0.9965416,0.002254346,0.0003886688,0.0001151662,0.0004112716,0.0002888867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002060687,0.001541136,0.9636174,0.0001589145,0.0005257764,0.0004343558,0.006875697,0.007069688,0.0005149725,0.002042735,0.001814695,0.01519849],"study_design_scores_gemma":[0.00009425639,0.00126482,0.7256393,0.0005278727,0.0007977149,0.0002541077,0.01466193,0.2512275,0.000469013,0.002054464,0.002914767,0.00009423285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960732,0.0001308303,0.001653975,0.0006006877,0.00002656708,0.00009509509,0.0003420128,0.0000187451,0.001058851],"genre_scores_gemma":[0.9965085,0.0002291832,0.001385427,0.00005420041,0.0000210587,0.0001841311,0.0004254277,0.000006855453,0.001185244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04358139,"threshold_uncertainty_score":0.08665544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.171192884473955,"score_gpt":0.3679799476073645,"score_spread":0.1967870631334095,"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."}}