{"id":"W862226507","doi":"","title":"Wicked Environmental Problems: Managing Uncertainty and Conflict","year":2012,"lang":"en","type":"article","venue":"The innovation journal","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wicked problem; Functional illiteracy; Social issues; Sociology; Poverty; Law; Political science; Economics; Management","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":[0.006999442,0.000131464,0.0001968939,0.0003928183,0.0007031457,0.0005473043,0.0003985939,0.00004300142,0.0007664906],"category_scores_gemma":[0.000226213,0.00007516007,0.00005718897,0.0008345044,0.0001904073,0.000601432,0.0001563309,0.0002838485,0.0001648212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000586555,"about_ca_system_score_gemma":0.00002657474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007202399,"about_ca_topic_score_gemma":0.000004468154,"domain_scores_codex":[0.9969894,0.0002192563,0.0009909034,0.0001983851,0.001290905,0.0003111856],"domain_scores_gemma":[0.9982502,0.0005142969,0.0006445434,0.0003253995,0.000157166,0.0001083664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001363008,0.0002037517,0.163032,0.0000114207,0.0001348154,0.00002060413,0.02228412,0.002496622,0.01171117,0.125186,0.0987472,0.5760361],"study_design_scores_gemma":[0.000844233,0.00005593614,0.0871786,0.00004008873,0.00001330504,0.001334275,0.01181357,0.01147966,0.00002099707,0.06516536,0.8217933,0.0002606554],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056067,0.001962669,0.0836073,0.001418453,0.001357925,0.0002746964,0.000006032283,0.00002661165,0.005739646],"genre_scores_gemma":[0.9960368,0.000009771335,0.0003655874,0.0006711761,0.0005078038,0.000003983791,9.630489e-7,0.000009872497,0.00239406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7230461,"threshold_uncertainty_score":0.8392535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401641504945503,"score_gpt":0.3599072069042477,"score_spread":0.2197430564096974,"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."}}