{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003794642,0.0001363967,0.0003554942,0.0003373757,0.0004195463,0.0006109604,0.002018061,0.00006376348,0.0002193043],"category_scores_gemma":[0.00221798,0.00008937522,0.000182293,0.0002643905,0.0006873245,0.0007150372,0.0002337418,0.0004009861,0.00001336578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003501881,"about_ca_system_score_gemma":0.0003096793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002392624,"about_ca_topic_score_gemma":0.0003861968,"domain_scores_codex":[0.9961421,0.0003020008,0.00142799,0.0002300286,0.001741086,0.0001567828],"domain_scores_gemma":[0.9929189,0.001542157,0.001488441,0.0005299545,0.003325642,0.0001948761],"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":[0.0001501411,0.0002782087,0.01320904,0.000003115641,0.00003695533,8.06977e-7,0.0005287136,0.00002880439,0.002801536,0.9367367,0.003471485,0.04275452],"study_design_scores_gemma":[0.0002354137,0.00008843818,0.3057509,0.00002458104,0.000006786771,0.0002249368,0.0007968111,0.003067587,0.0002809365,0.647621,0.04181685,0.00008583677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797764,0.0002044519,0.01020382,0.001767877,0.004632297,0.0001089532,0.0000200461,0.000007900878,0.003278201],"genre_scores_gemma":[0.9900931,0.00001517084,0.008596456,0.0002293211,0.0007936795,0.000001723374,0.00000306516,0.000006670527,0.0002608617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2925418,"threshold_uncertainty_score":0.5891505,"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."}}