{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003691164,0.0005443344,0.0002854779,0.0007159881,0.003933879,0.006687898,0.001042516,0.001678445,0.002297636],"category_scores_gemma":[0.001178069,0.0002959605,0.0003906806,0.000739655,0.008638112,0.004754731,0.00309361,0.00192283,0.0003084639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007215043,"about_ca_system_score_gemma":0.01182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009436196,"about_ca_topic_score_gemma":0.02276903,"domain_scores_codex":[0.998408,0.001212594,0.00004343266,0.000088974,0.0001003574,0.0001466259],"domain_scores_gemma":[0.999217,0.000410022,0.00005313293,0.00008444411,0.000100941,0.000134505],"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":[0.00002941763,0.00009167493,0.00373117,0.001670933,0.00006113457,0.0005712649,0.1215937,0.00485785,0.002190431,0.7237873,0.01492961,0.1264856],"study_design_scores_gemma":[0.00001983795,0.0002328507,0.004035164,0.001239761,0.00006726517,0.0006727347,0.1662874,0.003742717,0.001247892,0.2215693,0.6008362,0.00004896567],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2289937,0.08200669,0.2076289,0.1623405,0.001688712,0.0007224095,0.0002149191,0.000643797,0.3157604],"genre_scores_gemma":[0.8601784,0.015936,0.1016103,0.003408738,0.00007869266,0.00033634,0.0001091237,0.00008055082,0.01826192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009436196,"threshold_uncertainty_score":0.05234903,"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."}}