{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000456408,0.0001147837,0.00009684723,0.0001187746,0.001330352,0.0001124218,0.0001703407,0.0000680278,0.0007351933],"category_scores_gemma":[0.00007218655,0.0001198192,0.00006035619,0.0002935553,0.0001944874,0.000285476,0.00001112926,0.0001180128,0.0004120909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943962,"about_ca_system_score_gemma":0.0003560187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001693549,"about_ca_topic_score_gemma":0.0003739341,"domain_scores_codex":[0.998385,0.0002198793,0.0002706297,0.0002672085,0.0005584115,0.0002988588],"domain_scores_gemma":[0.9993671,0.0001186928,0.0001396673,0.0001365029,0.00009923756,0.0001388517],"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":[0.00002899636,0.0001489756,0.01531231,0.00006529811,0.0000394466,0.000008060458,0.01553808,0.00009474265,0.000004900357,0.9607099,0.007136224,0.0009130267],"study_design_scores_gemma":[0.001047879,0.000272805,0.4762206,0.0002586676,0.0001431701,0.00002999843,0.1181701,0.0002439342,0.0001608852,0.005921915,0.3965695,0.0009604772],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3425352,0.000148593,0.0005866332,0.04219063,0.001496122,0.000791049,0.000003961028,0.0003336463,0.6119142],"genre_scores_gemma":[0.9409463,0.00003255538,0.0004772649,0.0002012389,0.001146557,0.00007483723,0.0001271337,0.00001067016,0.05698338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.954788,"threshold_uncertainty_score":0.9999698,"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."}}