{"id":"W2599903882","doi":"10.3390/systems5020026","title":"Mongolia, Modernity, Systems + Solutions: Questing Holistic Design + Planning Strategies for a Brighter Tomorrow","year":2017,"lang":"en","type":"article","venue":"Systems","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ethos; Modernity; Sociology; Systems thinking; Modernization theory; Engineering ethics; Political science; Public relations; Environmental ethics; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006565505,0.00016283,0.0002367541,0.00004018656,0.001085611,0.0006423377,0.0004499603,0.00009034278,0.00002541315],"category_scores_gemma":[0.00006895676,0.000141283,0.00004804443,0.00002779104,0.0001258193,0.0005658091,0.0001818345,0.00007740318,0.0001482274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001071868,"about_ca_system_score_gemma":0.00001627762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002911145,"about_ca_topic_score_gemma":0.0001456342,"domain_scores_codex":[0.9986974,0.0001052848,0.0002529239,0.0003232506,0.0001707226,0.0004504191],"domain_scores_gemma":[0.9991028,0.0001103035,0.0002572445,0.0004364844,0.00001428496,0.00007888616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001486436,0.0002046363,0.09294538,0.001057867,0.000241378,0.0001351966,0.002985458,0.7822598,0.003148284,0.03493562,0.08058549,0.001352209],"study_design_scores_gemma":[0.001333619,0.0002937601,0.09339814,0.0003596549,0.0001316491,0.00006308494,0.00297677,0.8753201,0.00001320463,0.005664699,0.01967609,0.00076918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2636403,0.0007897964,0.6934316,0.0001155622,0.002629645,0.002747298,0.0000214552,0.0002059995,0.0364184],"genre_scores_gemma":[0.9926086,0.000004095347,0.0005787879,0.00000805604,0.0001954143,0.0005109036,0.000006047447,0.00002003049,0.006068048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7289684,"threshold_uncertainty_score":0.8349755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1508663113734124,"score_gpt":0.3183588176698552,"score_spread":0.1674925062964427,"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."}}