{"id":"W3173849181","doi":"10.7202/1078518ar","title":"Emergence in School Systems: Lessons from Complexity and Pedagogical Leadership","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Community Health and Development","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scholarship; Educational leadership; Context (archaeology); Pedagogy; Leadership style; Population; Sociology; Empirical research; Mathematics education; Psychology; Political science; Social psychology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003464922,0.0004492799,0.0005736573,0.002341581,0.003942835,0.00754427,0.001504016,0.001529177,0.002243301],"category_scores_gemma":[0.006603962,0.0004657446,0.0008919099,0.001504639,0.02968246,0.01027341,0.006924337,0.004213599,0.0001756151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007983779,"about_ca_system_score_gemma":0.007078164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02061101,"about_ca_topic_score_gemma":0.03156834,"domain_scores_codex":[0.9973201,0.00149306,0.00008773353,0.0002508817,0.000403128,0.0004450828],"domain_scores_gemma":[0.9927737,0.005076697,0.0005719605,0.0004608773,0.0004563566,0.0006603859],"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":[0.00002317474,0.0000751469,0.01663472,0.0002435596,0.00002661455,0.0008781977,0.07733928,0.003180367,0.0003243476,0.8635889,0.001995942,0.03568968],"study_design_scores_gemma":[0.00003609242,0.00008149003,0.01855216,0.0003413412,0.00002130182,0.0007389272,0.05545887,0.006655322,0.0003610845,0.8630837,0.05462161,0.00004816912],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4106106,0.01692642,0.1650382,0.1139556,0.0007142022,0.0004554579,0.0001113517,0.0002065732,0.2919817],"genre_scores_gemma":[0.9820841,0.002370929,0.01169934,0.0007075307,0.0001561173,0.00008858134,0.00002905965,0.00002728335,0.002836991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02061101,"threshold_uncertainty_score":0.0579266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5980452926886833,"score_gpt":0.5510703586952209,"score_spread":0.04697493399346242,"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."}}