{"id":"W1978459507","doi":"10.1177/1741143207087778","title":"Learning about System Renewal","year":2008,"lang":"en","type":"article","venue":"Educational Management Administration & Leadership","topic":"Children's Rights and Participation","field":"Social Sciences","cited_by":209,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transparency (behavior); Public relations; Work (physics); Stakeholder; Stakeholder engagement; Scale (ratio); Focus (optics); Key (lock); Political science; Business; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01632557,0.0005227836,0.0005392765,0.0009220985,0.008229674,0.01130304,0.002194193,0.005708058,0.02707796],"category_scores_gemma":[0.0294018,0.0002896125,0.0008666731,0.0007938796,0.01839147,0.02568618,0.01153548,0.01010854,0.004027507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004756949,"about_ca_system_score_gemma":0.008160435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001679283,"about_ca_topic_score_gemma":0.002117004,"domain_scores_codex":[0.9899681,0.006063519,0.0002584231,0.001082595,0.001360805,0.001266561],"domain_scores_gemma":[0.9832955,0.008782318,0.000917879,0.003584871,0.001575712,0.001843671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000227765,0.0000709106,0.001431089,0.0002842988,0.0000261032,0.0002636579,0.01651441,0.001070208,0.0002851942,0.8340377,0.05282515,0.09316855],"study_design_scores_gemma":[0.00001350261,0.00008049359,0.0004356994,0.0003287811,0.00001101094,0.0001878719,0.008033964,0.0006314226,0.0005785996,0.4478369,0.5418432,0.00001862765],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02526401,0.007383208,0.08049712,0.5044137,0.007744147,0.0001876399,0.0001218618,0.0009004149,0.373488],"genre_scores_gemma":[0.8135822,0.007650182,0.02692792,0.05667821,0.003729288,0.0004009351,0.0001972269,0.0004981817,0.09033579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02707796,"threshold_uncertainty_score":0.09058481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.127349124238483,"score_gpt":0.3374737686214421,"score_spread":0.2101246443829591,"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."}}