{"id":"W102359927","doi":"10.1016/b978-0-08-044894-7.00084-1","title":"Curriculum and Complex Systems Theory","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Curriculum; Key (lock); Complex system; Epistemology; Education theory; Systems theory; Mathematics education; Computer science; Engineering ethics; Sociology; Pedagogy; Psychology; Engineering; Higher education; Artificial intelligence; Political science; Philosophy","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":[0.0004106168,0.0006928754,0.0005893043,0.0008034161,0.0005807157,0.00247957,0.000513554,0.001095188,0.04548666],"category_scores_gemma":[0.001153605,0.0002652482,0.0002196455,0.000976202,0.00200859,0.001893085,0.0008209078,0.002054385,0.008430506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001525912,"about_ca_system_score_gemma":0.001283637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002810241,"about_ca_topic_score_gemma":0.00344565,"domain_scores_codex":[0.999842,0.00004248667,0.000006925454,0.00002744904,0.00006885037,0.00001218052],"domain_scores_gemma":[0.9997172,0.0001622384,0.00001564705,0.00002654109,0.00004998916,0.00002850144],"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":[0.00000432816,0.00002529272,0.0001489843,0.0001636235,0.000006172276,0.00003922947,0.0002875257,0.00111917,0.0001949164,0.8067387,0.08084233,0.1104298],"study_design_scores_gemma":[0.000006232841,0.00001173614,0.0005237074,0.000258076,0.000003263843,0.00009865427,0.0001358351,0.001214169,0.00009507543,0.4915164,0.5061298,0.000007120585],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002647419,0.0742078,0.02629621,0.009931928,0.001457346,0.00003720648,0.0001941184,0.0002326405,0.8849953],"genre_scores_gemma":[0.09283723,0.07370461,0.02226666,0.002378446,0.001968205,0.0002173541,0.0005302366,0.0001860342,0.8059112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04548666,"threshold_uncertainty_score":0.152168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635875508400399,"score_gpt":0.2487283921209781,"score_spread":0.2223696370369741,"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."}}