{"id":"W2133325099","doi":"10.7202/029699ar","title":"Complexity Theory 101 for Educators: A fictional account of a graduate seminar","year":2009,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Glossary; Relevance (law); Sociology; Mathematics education; Library science; Computer science; Pedagogy; Psychology; Linguistics; Philosophy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003972116,0.0002309705,0.0003494324,0.0007268578,0.001174349,0.0001454407,0.001403312,0.00008961232,0.00004890893],"category_scores_gemma":[0.001191455,0.0002261448,0.0002590752,0.001240562,0.0004931286,0.001395603,0.00005306828,0.000218525,0.00000690176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367212,"about_ca_system_score_gemma":0.00200639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006887157,"about_ca_topic_score_gemma":0.0000235113,"domain_scores_codex":[0.9973956,0.0003029682,0.0009170486,0.0004121554,0.0005014018,0.0004708525],"domain_scores_gemma":[0.9958035,0.0005156507,0.001207041,0.0004418131,0.001736026,0.00029595],"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":[0.0001156822,0.002926642,0.0005972315,0.0002497862,0.00005708781,0.000001157734,0.01795688,0.001280135,0.002328154,0.8720293,0.02195342,0.0805045],"study_design_scores_gemma":[0.0004379088,0.001044139,0.03394381,0.0004328777,0.00007764922,0.00133656,0.009140223,0.006608449,0.004791474,0.9171037,0.02461943,0.0004637915],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7854976,0.000849476,0.178808,0.01669425,0.009927444,0.0008033215,0.00009310583,0.00009975346,0.007226993],"genre_scores_gemma":[0.8320928,0.000108871,0.1654413,0.001412175,0.000579348,0.00002802945,0.000009141782,0.00001110796,0.0003172483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08004071,"threshold_uncertainty_score":0.9221916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4892427633676345,"score_gpt":0.4378449479237996,"score_spread":0.05139781544383493,"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."}}