{"id":"W2121253907","doi":"10.1080/13632430701237198","title":"Principal preparation – still an act of faith?","year":2007,"lang":"en","type":"article","venue":"School Leadership and Management","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Population and Public Health; University of Aberdeen","keywords":"Principal (computer security); Political science; Faith; Public administration; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02831952,0.0002925737,0.0006181216,0.0008021791,0.007380784,0.01351708,0.001715797,0.003630021,0.003885825],"category_scores_gemma":[0.1034934,0.000357993,0.0003450285,0.001300354,0.02598144,0.01619981,0.006915267,0.01072551,0.001588549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004798474,"about_ca_system_score_gemma":0.01315905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005594793,"about_ca_topic_score_gemma":0.006947219,"domain_scores_codex":[0.9731844,0.01692828,0.0008478228,0.001523822,0.004471163,0.003044598],"domain_scores_gemma":[0.9399502,0.02347086,0.007028778,0.005382169,0.009020659,0.01514746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002132479,0.0004051513,0.02691519,0.00109959,0.00008302687,0.0006151291,0.2135668,0.0001736318,0.0008106922,0.3654126,0.1274103,0.2632948],"study_design_scores_gemma":[0.00004389185,0.0003685525,0.01647949,0.00277038,0.00003152139,0.0007001946,0.3205206,0.0001743943,0.0006655338,0.08310644,0.5750278,0.0001112119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0821071,0.01473204,0.005866625,0.836858,0.00684762,0.00008802363,0.00004505095,0.0001400358,0.05331545],"genre_scores_gemma":[0.9042811,0.009646326,0.003173544,0.06429991,0.00181701,0.00008670274,0.00005116208,0.0001321707,0.01651212],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02831952,"threshold_uncertainty_score":0.1497697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04237857877299639,"score_gpt":0.2654137598156526,"score_spread":0.2230351810426562,"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."}}