{"id":"W2903570254","doi":"10.29173/cmplct29351","title":"Design Considerations for Education Scholars Interested in Complex Systems Research","year":2018,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"School Choice and Performance","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Complex system; Computer science; Granularity; Context (archaeology); Educational psychology; Educational research; System dynamics; Data science; Management science; Engineering ethics; Knowledge management; Mathematics education; Psychology; Artificial intelligence; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1008496,0.001085163,0.001368311,0.001588879,0.002309768,0.0084133,0.002988438,0.004683316,0.01452314],"category_scores_gemma":[0.185774,0.00162354,0.001213287,0.001479157,0.004776698,0.0066309,0.004011149,0.00560562,0.003776246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00256494,"about_ca_system_score_gemma":0.005659734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005180679,"about_ca_topic_score_gemma":0.001222211,"domain_scores_codex":[0.8958484,0.09097263,0.00362261,0.002057209,0.00658011,0.0009189903],"domain_scores_gemma":[0.7686201,0.1889609,0.005474869,0.0173728,0.01554335,0.004028003],"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":[0.002228635,0.001568843,0.006870206,0.005187031,0.0002244935,0.0009202574,0.02243523,0.01130724,0.00888485,0.6706842,0.02810301,0.241586],"study_design_scores_gemma":[0.001989942,0.003381157,0.003972806,0.003098205,0.0003140619,0.001212134,0.01001863,0.01230224,0.005248454,0.578522,0.3797241,0.0002162427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0217253,0.002563493,0.8397831,0.07363576,0.001708808,0.009428805,0.0003775506,0.001288585,0.04948869],"genre_scores_gemma":[0.08287526,0.001417375,0.8802475,0.009225991,0.0004176854,0.0192392,0.0001023191,0.0002482649,0.006226419],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1008496,"threshold_uncertainty_score":0.5333499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5007659674651096,"score_gpt":0.5242482755595109,"score_spread":0.02348230809440133,"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."}}