{"id":"W1870370847","doi":"10.29173/cmplct8836","title":"The Value of Complexity","year":2010,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiteit Stellenbosch","keywords":"Value (mathematics); Mathematics; Statistics","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":[0.00789449,0.001135393,0.001357113,0.0008867482,0.007362964,0.01092005,0.002804016,0.02664934,0.01034689],"category_scores_gemma":[0.04138328,0.0006682517,0.0009690791,0.001008607,0.02530612,0.01419901,0.008399447,0.05002973,0.002514967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005233762,"about_ca_system_score_gemma":0.008622613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106736,"about_ca_topic_score_gemma":0.01758087,"domain_scores_codex":[0.9932908,0.002500038,0.0003400095,0.0009970855,0.002324956,0.0005472052],"domain_scores_gemma":[0.9527254,0.03365114,0.001664501,0.001608054,0.005685191,0.004665699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001624653,0.00001363689,0.000143162,0.00009266687,0.00001080911,0.0001720893,0.002224084,0.00005528127,0.00007261661,0.02818416,0.9621388,0.006876501],"study_design_scores_gemma":[0.000015597,0.000009746605,0.0001939785,0.0003040341,0.000005888309,0.0002173031,0.003349623,0.00008126127,0.00007872162,0.02345254,0.9722624,0.00002881461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0001246333,0.003860377,0.0001037786,0.9874399,0.006900807,0.000002541386,0.000007832531,0.000006465429,0.001553632],"genre_scores_gemma":[0.008636196,0.005096957,0.0003484271,0.9587994,0.01887749,0.00002927381,0.00001182331,0.00004892875,0.008151484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02664934,"threshold_uncertainty_score":0.04175055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2133113570147158,"score_gpt":0.4576088820150831,"score_spread":0.2442975250003672,"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."}}