{"id":"W1920304414","doi":"10.1111/j.1470-6431.2008.00737.x","title":"Complexity and Education: Inquiries into Learning, Teaching and Research","year":2009,"lang":"en","type":"article","venue":"International Journal of Consumer Studies","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Citation; SAINT; Mount; Library science; Editorial board; Sociology; Psychology; Computer science; Art history; History","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":[0.001357511,0.00008855355,0.0001695966,0.0003281868,0.0004091832,0.0002878957,0.000436867,0.00002287106,0.000003473299],"category_scores_gemma":[0.0009969312,0.00007618514,0.000030395,0.00009352505,0.0005667386,0.0006217445,0.0002467869,0.0004486702,0.000002931788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008564314,"about_ca_system_score_gemma":0.0001825376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004184648,"about_ca_topic_score_gemma":0.00001453361,"domain_scores_codex":[0.9986832,0.0002339431,0.0002978272,0.0001564206,0.0005031789,0.0001254896],"domain_scores_gemma":[0.9978201,0.0004031015,0.000179058,0.00009832047,0.001422686,0.00007673219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004051626,0.0002263049,0.02344168,0.00002360987,0.0002775865,0.00001201498,0.06080537,0.000005525647,0.0001644789,0.2304058,0.01750284,0.6670943],"study_design_scores_gemma":[0.0007834589,0.0005320742,0.1686992,0.0003982041,0.00002681679,0.0008229923,0.01963427,0.0007464503,0.0001996244,0.7032462,0.1046104,0.000300254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875322,0.03739218,0.01569385,0.05482201,0.002941633,0.00009635106,4.15944e-7,0.0000328176,0.001488504],"genre_scores_gemma":[0.9791942,0.002176233,0.01757959,0.0003816237,0.0004492076,0.00000165949,5.662802e-7,0.00000271305,0.000214222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.666794,"threshold_uncertainty_score":0.3147148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669401371223441,"score_gpt":0.4729211411454338,"score_spread":0.3059810040230897,"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."}}