{"id":"W194616134","doi":"10.1007/978-1-4020-9747-8_7","title":"Systems Challenges to Growth and Sustainability of Meaningful Educational Reform","year":2009,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bureaucracy; Sustainability; Government (linguistics); Function (biology); Work (physics); Political science; Complex adaptive system; Business; Public relations; Computer science; Engineering; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.001468171,0.000229833,0.0004440284,0.0003952691,0.00006967888,0.0001089252,0.0004600416,0.0001351441,0.0005234769],"category_scores_gemma":[0.0006046179,0.00015919,0.00009043137,0.00006476567,0.00007846555,0.0001851594,0.0001476814,0.00012243,0.00004193848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003404724,"about_ca_system_score_gemma":0.0007011651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334856,"about_ca_topic_score_gemma":0.00004677617,"domain_scores_codex":[0.996883,0.00002801423,0.0008386416,0.0006086583,0.001472061,0.0001695753],"domain_scores_gemma":[0.9966139,0.0005712779,0.0003889069,0.000509735,0.00174338,0.0001727841],"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":[0.000008551154,0.00004839913,0.0001098923,0.00006571691,0.00001891735,1.607289e-7,0.0003135189,8.174181e-7,0.000004313989,0.9842834,0.003251861,0.01189445],"study_design_scores_gemma":[0.00008078802,0.0002708817,0.005341821,0.00006487613,0.00001540228,0.000002782126,0.002684213,0.000006888682,0.00001494628,0.9017188,0.08957645,0.0002221428],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000537023,0.001446811,0.00005793204,0.03861781,0.0004115067,0.0005992513,0.0000174934,0.00001210787,0.9583001],"genre_scores_gemma":[0.2102246,0.000258776,0.0003915798,0.0002054499,0.0003030877,0.00002601412,0.00001327661,0.00001325717,0.7885639],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2096876,"threshold_uncertainty_score":0.649158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08897953523820945,"score_gpt":0.3820182359421691,"score_spread":0.2930387007039597,"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."}}