{"id":"W2806230198","doi":"10.12724/ajss.21.5","title":"Ethical Leadership Behaviour of Principals in Relation to Organizational Commitment of BEd College Teachers","year":2012,"lang":"en","type":"article","venue":"Artha - Journal of Social Sciences","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Stratified sampling; Psychology; Organizational commitment; Ethical leadership; Test (biology); Social psychology; Mathematics","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":[0.001794538,0.00007696897,0.0001805195,0.0003378209,0.0001356653,0.00003395203,0.0002256685,0.0000782468,0.0001835963],"category_scores_gemma":[0.0003022358,0.0000676564,0.00004609244,0.001161557,0.0002160491,0.0009414364,0.00005489322,0.0001530213,0.000009474767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003766954,"about_ca_system_score_gemma":0.00007418695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003991954,"about_ca_topic_score_gemma":0.00004679731,"domain_scores_codex":[0.9986298,0.00004015022,0.0004478944,0.00007703522,0.0006150744,0.0001900639],"domain_scores_gemma":[0.9991443,0.0000684816,0.0004998227,0.00003357297,0.0002369756,0.00001688248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001687196,0.0001575806,0.6718818,0.0000348976,0.00001497443,0.000001056109,0.003033841,0.0001558987,0.0007232807,0.3230019,0.000923929,0.00005396786],"study_design_scores_gemma":[0.0004024155,0.00003856798,0.9746361,0.00005795774,0.00004076234,0.000001272667,0.02037742,0.00001235256,0.0005358619,0.002792352,0.001000319,0.0001046536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820272,0.00003819206,0.0001345234,0.01381,0.0002177419,0.0001295448,0.00000206188,0.000005456076,0.00363524],"genre_scores_gemma":[0.9984058,0.000002250688,0.000344825,0.000812103,0.0003792849,8.744494e-7,0.000002546245,0.000005897023,0.000046393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3202095,"threshold_uncertainty_score":0.2758948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09350961945424058,"score_gpt":0.3058348727353842,"score_spread":0.2123252532811436,"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."}}