{"id":"W2119536561","doi":"10.1111/j.1470-6431.2011.01034.x","title":"Complexity economics, wicked problems and consumer education","year":2011,"lang":"en","type":"article","venue":"International Journal of Consumer Studies","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Consumer economics; Sustainability; Economics; Economic Justice; Complexity economics; Normal science; Complexity science; Economics education; Sociology; Management science; Neoclassical economics; Positive economics; Applied economics; Heterodox economics; Higher education; Epistemology; Mainstream economics; Economic growth","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":[0.002644221,0.0002951467,0.0003560022,0.001424427,0.001537433,0.004543913,0.0005142138,0.001452366,0.006984878],"category_scores_gemma":[0.005308548,0.0001314262,0.0002766897,0.001011578,0.01429793,0.005933299,0.003255201,0.002597716,0.0002580126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002862184,"about_ca_system_score_gemma":0.001923588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417583,"about_ca_topic_score_gemma":0.001376904,"domain_scores_codex":[0.998623,0.0007211596,0.0000492424,0.00009941283,0.0003644752,0.0001426479],"domain_scores_gemma":[0.9923471,0.005830178,0.0005369849,0.0003949191,0.0005551106,0.000335706],"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":[0.000003224798,0.00001236204,0.0002715203,0.00003394481,0.000002402384,0.00003714403,0.0005641591,0.0004372783,0.00003993844,0.9923182,0.0007852363,0.005494568],"study_design_scores_gemma":[0.000002515317,0.000005391075,0.0001869401,0.00003436219,9.902358e-7,0.0000325807,0.0004567072,0.0008813154,0.00007030266,0.9864667,0.01185893,0.000003209469],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1560018,0.01607685,0.1501675,0.1008388,0.001042217,0.0001384904,0.00009144036,0.0001158284,0.5755271],"genre_scores_gemma":[0.9710723,0.004093064,0.009914245,0.001508737,0.0003764376,0.00005347229,0.00002743395,0.00001550366,0.01293877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006984878,"threshold_uncertainty_score":0.02336681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1434161474592701,"score_gpt":0.3877496236776314,"score_spread":0.2443334762183612,"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."}}