{"id":"W2021249728","doi":"10.1007/s10780-007-9012-5","title":"Complexity Science and Education: Reconceptualizing the Teacher’s Role in Learning","year":2007,"lang":"en","type":"article","venue":"Interchange","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Assertion; Philosophy of education; Character (mathematics); Mathematics education; Teaching method; Sociology; Pedagogy; Epistemology; Higher education; Psychology; Computer science; Philosophy; Political science","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":[0.01365703,0.0006569627,0.0008326339,0.004696872,0.007112924,0.01750225,0.002365976,0.005156836,0.004992045],"category_scores_gemma":[0.02237877,0.0004796421,0.0005717106,0.002242799,0.07775179,0.02453457,0.01044316,0.005867093,0.0004902105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008634613,"about_ca_system_score_gemma":0.01408363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007571599,"about_ca_topic_score_gemma":0.007725114,"domain_scores_codex":[0.9904388,0.007144135,0.0002269165,0.0006013613,0.0009547769,0.0006339608],"domain_scores_gemma":[0.982141,0.0119888,0.001149329,0.002054378,0.001422513,0.001243901],"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":[0.00001688672,0.00001789116,0.000622112,0.00004853555,0.000004757443,0.00003365119,0.03086361,0.0003636265,0.00007980987,0.9554124,0.0009861408,0.01155063],"study_design_scores_gemma":[0.00002003012,0.00002103772,0.0007984341,0.0001874814,0.00001086794,0.00007620015,0.02000459,0.001588832,0.0002760752,0.9367401,0.04025397,0.00002241586],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1422237,0.01793646,0.3096801,0.1880807,0.001615693,0.0001299536,0.0001051534,0.0003670475,0.3398612],"genre_scores_gemma":[0.9751149,0.002107211,0.01670014,0.001344505,0.0002504656,0.000107713,0.00002335192,0.0001034135,0.004248376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01750225,"threshold_uncertainty_score":0.07222617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09770708482147607,"score_gpt":0.3371313573453305,"score_spread":0.2394242725238544,"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."}}