{"id":"W4394594260","doi":"10.29173/cmp1ct23029","title":"Complex Adaptive Schools: Educational Leadership and School Change","year":2016,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Educational leadership; Mathematics education; Pedagogy; Instructional leadership; Sociology; Political science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007520622,0.0001178512,0.0001845504,0.0002809198,0.0003675633,0.0002172905,0.0003889967,0.00007287944,0.0007443191],"category_scores_gemma":[0.0004102103,0.00009802112,0.00005286191,0.000110829,0.0004375321,0.001541938,0.00004054937,0.0001529465,0.00003603082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539931,"about_ca_system_score_gemma":0.0008909858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001736416,"about_ca_topic_score_gemma":0.000421842,"domain_scores_codex":[0.9984775,0.0003115722,0.0003947431,0.0001745985,0.000452341,0.0001892618],"domain_scores_gemma":[0.9976866,0.0002179595,0.0004214685,0.0001155733,0.001126333,0.000432069],"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":[0.0001098117,0.0004449071,0.1128426,0.00001630894,0.00007857872,3.808083e-7,0.01228197,2.08507e-7,0.0005513675,0.8233783,0.008596554,0.04169908],"study_design_scores_gemma":[0.0005437696,0.0001392285,0.8036079,0.0002800874,0.00001839814,0.00008365823,0.02444906,0.00001190384,0.00003629907,0.08484989,0.08575148,0.000228352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898534,0.0004273364,0.0007509835,0.1019611,0.001781273,0.0002418025,0.00003547877,0.00001883793,0.004929787],"genre_scores_gemma":[0.9899978,0.0003669083,0.002112282,0.002165143,0.004562169,0.00001561167,0.00001149259,0.000008441953,0.000760127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7385284,"threshold_uncertainty_score":0.8149772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3894439103191536,"score_gpt":0.437095603752762,"score_spread":0.04765169343360837,"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."}}