{"id":"W4362702169","doi":"10.1108/jea-08-2022-0115","title":"Psychometric properties of the successful school leadership survey","year":2023,"lang":"en","type":"article","venue":"Journal of Educational Administration","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Rasch model; Psychology; Structural equation modeling; Polytomous Rasch model; Confirmatory factor analysis; Construct validity; Reliability (semiconductor); Scale (ratio); Facet (psychology); Psychometrics; Strengths and weaknesses; Construct (python library); Path analysis (statistics); Applied psychology; Social psychology; Item response theory; Statistics; Computer science; Developmental psychology; Mathematics; Big Five personality traits","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009994005,0.00008893082,0.0001528354,0.0003367215,0.00008057385,0.00003212378,0.0002800139,0.00007506031,0.003033478],"category_scores_gemma":[0.00134963,0.00006041895,0.0001071274,0.001360829,0.00009143676,0.0001795812,0.000009425112,0.0002025271,0.0001134944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004568944,"about_ca_system_score_gemma":0.000744782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002802494,"about_ca_topic_score_gemma":0.00003983198,"domain_scores_codex":[0.9984391,0.0001965131,0.0006717372,0.0001125609,0.0004461127,0.0001339159],"domain_scores_gemma":[0.9981437,0.0002523472,0.0007656617,0.0001930497,0.0005610045,0.00008418003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001421317,0.0004205422,0.9416071,0.00002576557,0.00005833544,5.009355e-7,0.000962069,0.00001930453,0.0003959735,0.003445169,0.05237606,0.0005470887],"study_design_scores_gemma":[0.0002486878,0.0001374944,0.9945164,0.00004770871,0.00001325055,0.0000419966,0.002331628,0.000001263097,0.0005099528,0.0004265864,0.00166141,0.0000636539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836488,0.0002126403,0.00001375308,0.01060606,0.002593818,0.000133622,0.000007496552,0.000006417041,0.00277738],"genre_scores_gemma":[0.9893553,0.00001139153,0.00003356478,0.0002466016,0.0004511458,0.000009090519,0.00001860235,0.000009504377,0.009864848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05290931,"threshold_uncertainty_score":0.9978779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1640007547973537,"score_gpt":0.3660738624289929,"score_spread":0.2020731076316392,"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."}}