{"id":"W1928567449","doi":"10.29173/cmplct8794","title":"School Leadership and Complexity Theory","year":2008,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Sociology; Management; Leadership theory; Leadership style; Pedagogy; Shared leadership; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001809585,0.0005358597,0.0007635611,0.002877546,0.0009192064,0.003162858,0.0006269236,0.001089568,0.004526513],"category_scores_gemma":[0.004430213,0.000249359,0.0004619963,0.002904177,0.005069206,0.003723633,0.001367754,0.002320953,0.0009307013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003564896,"about_ca_system_score_gemma":0.003359402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003480034,"about_ca_topic_score_gemma":0.003408975,"domain_scores_codex":[0.9984115,0.0006062386,0.00008356482,0.0001743322,0.0005601758,0.0001640538],"domain_scores_gemma":[0.997554,0.001555157,0.0002081263,0.0001047024,0.0003696647,0.0002083896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003527662,0.00008457903,0.001770832,0.001925191,0.00007421953,0.0001105141,0.001109108,0.002905454,0.0002188455,0.5876717,0.1325407,0.2715537],"study_design_scores_gemma":[0.00001442185,0.00005588948,0.002458527,0.00117105,0.00001740945,0.0001762959,0.0005739058,0.000785522,0.00009851771,0.634865,0.3597612,0.00002239082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003117044,0.9099088,0.007842542,0.02989711,0.001736404,0.00003319731,0.00006854681,0.00004808615,0.04734828],"genre_scores_gemma":[0.2072257,0.7535284,0.006009951,0.008466818,0.007307793,0.0001334294,0.0002073004,0.00004455311,0.0170761],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004526513,"threshold_uncertainty_score":0.02586526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4994573596583408,"score_gpt":0.4498690740228636,"score_spread":0.04958828563547724,"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."}}