{"id":"W3046009191","doi":"10.11575/prism/36546","title":"Educational Leadership Programs for Principal and Superintendent Certification: A Scoping Review","year":2018,"lang":"en","type":"review","venue":"Open MIND","topic":"School Leadership and Teacher Performance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Principal (computer security); Educational leadership; Public relations; Political science; Management; Sociology; Computer science; Pedagogy; Computer security; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002066392,0.0002273125,0.0007253085,0.00005317697,0.0004387391,0.0004934197,0.000833307,0.0001982463,0.001703194],"category_scores_gemma":[0.0004151163,0.0001967877,0.0001679447,0.0002569847,0.0003604577,0.0003320282,0.00009902719,0.0002016524,0.0004126151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452688,"about_ca_system_score_gemma":0.002092427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000531798,"about_ca_topic_score_gemma":0.0007427481,"domain_scores_codex":[0.9980505,0.0002400722,0.0005015278,0.0005612335,0.0002580997,0.0003886163],"domain_scores_gemma":[0.9988947,0.0001888757,0.0002816187,0.0003062932,0.0001486102,0.0001799361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001996256,0.00003602119,0.00001698263,0.02802261,0.00002746517,1.622442e-7,0.001791194,1.138079e-9,4.277606e-9,0.0001030714,0.000642699,0.9693578],"study_design_scores_gemma":[0.00005333879,0.00002270493,0.000002159911,0.1974853,0.0001896773,0.000003684551,0.0007953916,3.443984e-7,1.16367e-7,0.00001360545,0.8012296,0.0002040767],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002918109,0.9840164,0.000007737061,0.003011538,0.0002946524,0.006318805,0.000009099454,0.000003440305,0.00633543],"genre_scores_gemma":[0.000007462518,0.9864418,0.002749787,0.00009537792,0.0009227791,0.001785831,0.0001459214,0.00002305644,0.007827989],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9691537,"threshold_uncertainty_score":0.9992094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6561508915544103,"score_gpt":0.5207172366422983,"score_spread":0.135433654912112,"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."}}