{"id":"W2094397814","doi":"10.1080/00220620701194291","title":"Shifting Sands of Leadership in Theory and Practice","year":2007,"lang":"en","type":"article","venue":"Journal of Educational Administration & History","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Leadership style; Instructional leadership; Sociology; Distributed leadership; Teacher leadership; Shared leadership; Collaborative leadership; Pedagogy; Style (visual arts); Focus (optics); Professional development; Leadership; Public relations; Leadership studies; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.007578157,0.00006039031,0.0001222159,0.0002247172,0.00007813094,0.0000110107,0.00009643495,0.00005984134,0.000329433],"category_scores_gemma":[0.007532546,0.00006285573,0.0000407527,0.0001424296,0.0003685773,0.0003912929,0.000004100543,0.0001980506,0.000002262153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005036604,"about_ca_system_score_gemma":0.002311621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005663282,"about_ca_topic_score_gemma":0.0006694762,"domain_scores_codex":[0.9985229,0.0004426099,0.0004773466,0.00007926604,0.0003406637,0.0001372303],"domain_scores_gemma":[0.9953321,0.00356683,0.0006005571,0.00004905925,0.0003528774,0.0000985567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005293507,0.0008405637,0.03644879,0.00005589435,0.00004382322,0.000003685843,0.5585161,0.000001118352,0.0003325155,0.3882762,0.009910587,0.005041356],"study_design_scores_gemma":[0.0002569048,0.0001184455,0.2293826,0.0000612141,0.00002976413,0.00003061794,0.6498803,1.138013e-7,0.00004611516,0.001973247,0.1181245,0.00009612468],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4861919,0.02078226,0.0004017755,0.3792552,0.003252356,0.0002353375,0.000001342704,0.00001115072,0.1098687],"genre_scores_gemma":[0.9949389,0.00007179401,0.001412369,0.0009045321,0.0005344719,0.000001363633,9.641744e-7,0.000004420348,0.002131184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.508747,"threshold_uncertainty_score":0.9017706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2566413838261189,"score_gpt":0.4375995666041596,"score_spread":0.1809581827780407,"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."}}