{"id":"W4412878759","doi":"10.1007/978-3-031-92064-6_18","title":"Future Perspectives on Educational Leadership Preparation and Development","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in educational leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Educational leadership; Leadership development; Engineering ethics; Sociology; Psychology; Political science; Pedagogy; Engineering; Public relations","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009643952,0.0005610798,0.0005548863,0.0007170908,0.0009205418,0.00009647295,0.0003608448,0.0004586099,0.0009476166],"category_scores_gemma":[0.001171082,0.000601853,0.0001126949,0.0002002548,0.001799688,0.0002053614,0.00006659573,0.0008914417,0.0002021798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081919,"about_ca_system_score_gemma":0.003999592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000408069,"about_ca_topic_score_gemma":0.002139774,"domain_scores_codex":[0.9967706,0.0002462615,0.0005926979,0.0009886984,0.0008034038,0.0005983686],"domain_scores_gemma":[0.9969376,0.00175151,0.0003040776,0.0003088789,0.0005408809,0.0001570996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003041252,0.0001411839,0.000572131,0.0002219868,0.0002171795,4.231316e-7,0.4389301,0.000001220418,1.154191e-7,0.4987203,0.05910031,0.002064689],"study_design_scores_gemma":[0.0001830236,0.00002940425,0.004250736,0.0006604496,0.00003739198,0.00000103523,0.6571498,1.140524e-7,0.000001000912,0.01247756,0.3247674,0.0004420714],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0001558155,0.06115169,0.000001833311,0.5102937,0.003280581,0.0007855602,0.00001383345,0.00006451317,0.4242525],"genre_scores_gemma":[0.1172622,0.003934647,0.0008392425,0.0026505,0.005754872,0.0003796553,0.0001211065,0.00004753663,0.8690103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5076432,"threshold_uncertainty_score":0.9999657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3489312689598556,"score_gpt":0.4444246716159704,"score_spread":0.09549340265611483,"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."}}