{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008634655,0.000164317,0.000148937,0.0003244302,0.0001094005,0.0001474958,0.0001745732,0.00007173249,0.0002316951],"category_scores_gemma":[0.00008964416,0.0001596539,0.00003717495,0.0003867666,0.00007128992,0.0009181547,0.00007558335,0.0001380635,0.0001609227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002588844,"about_ca_system_score_gemma":0.00001079638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005739321,"about_ca_topic_score_gemma":0.00009787664,"domain_scores_codex":[0.9987391,0.00001610345,0.0002791646,0.0003198192,0.0003250426,0.0003208253],"domain_scores_gemma":[0.9994369,0.000025724,0.0001737254,0.000224281,0.00009796461,0.00004142783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001133976,0.0008168248,0.3202337,0.004859898,0.0003894688,0.00007340899,0.002573498,0.001061623,0.001802845,0.6109269,0.009200406,0.04692748],"study_design_scores_gemma":[0.001684586,0.0001314086,0.8131814,0.0001921654,0.0002350284,0.000004132836,0.01966114,0.001042691,0.0004559631,0.001928393,0.1607862,0.0006969567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8793551,0.0003197679,0.00757013,0.004566382,0.0006210972,0.001094691,0.000001901395,0.0004956689,0.1059753],"genre_scores_gemma":[0.9946578,0.000009009203,0.0007016843,0.00171506,0.0006721707,0.000005944918,0.00004048697,0.00002654427,0.002171301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6089985,"threshold_uncertainty_score":0.6510496,"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."}}