{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002106564,0.0002514583,0.0003171258,0.002095447,0.003789977,0.006158149,0.0008868906,0.001187887,0.003378422],"category_scores_gemma":[0.005270591,0.0001491145,0.0002860364,0.001633927,0.01786544,0.004861988,0.005392802,0.001649503,0.0001430555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007282308,"about_ca_system_score_gemma":0.003901516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005799977,"about_ca_topic_score_gemma":0.009636873,"domain_scores_codex":[0.997093,0.001875985,0.00006172484,0.0001939546,0.0003387541,0.0004366388],"domain_scores_gemma":[0.9963316,0.001759339,0.0007362131,0.0002463117,0.000319953,0.0006064992],"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":[0.00003891435,0.00009266644,0.01015164,0.00009865778,0.00001688169,0.000330756,0.02670201,0.003202277,0.0001654455,0.933628,0.001185475,0.02438718],"study_design_scores_gemma":[0.00006816528,0.0001667518,0.02285197,0.0002745398,0.00003052229,0.0003877625,0.06650604,0.01257087,0.000444352,0.8224626,0.07418537,0.00005101527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5737693,0.004515246,0.07997356,0.04354136,0.0003508806,0.0002320024,0.00005179782,0.0001333791,0.2974325],"genre_scores_gemma":[0.996987,0.0002501024,0.001233035,0.0001913894,0.00002597429,0.00002179137,0.000005526524,0.00000392338,0.001281167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007282308,"threshold_uncertainty_score":0.05283707,"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."}}