{"id":"W4242418979","doi":"10.5337/2015.212","title":"Demonstrating complexity with a roleplaying simulation: investing in water in the Indrawati Subbasin, Nepal","year":2015,"lang":"en","type":"report","venue":"","topic":"Land Rights and Reforms","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Consortium of International Agricultural Research Centers","keywords":"Hydrology (agriculture); Environmental science; Water resource management; Engineering; Geotechnical 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":[0.001074522,0.0002164458,0.0002126792,0.0002688853,0.00227824,0.002784183,0.001158129,0.00124288,0.006748019],"category_scores_gemma":[0.003912831,0.0001659866,0.0002087089,0.0006750341,0.003122786,0.001924424,0.002302785,0.001371949,0.0003085118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003073327,"about_ca_system_score_gemma":0.002072837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04540295,"about_ca_topic_score_gemma":0.09565306,"domain_scores_codex":[0.9993047,0.0004769918,0.00001285096,0.0000491946,0.00004998169,0.0001062763],"domain_scores_gemma":[0.9973865,0.002108257,0.00009982998,0.0001116651,0.00008902015,0.0002045825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008363798,0.001706079,0.1204735,0.0003546437,0.0001262007,0.004386866,0.09800992,0.183978,0.00325003,0.4830925,0.02932366,0.07446221],"study_design_scores_gemma":[0.000211099,0.0009911987,0.05416007,0.0002768309,0.00008946569,0.0004896297,0.2013404,0.4633415,0.004553311,0.1896316,0.08476004,0.0001548883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325249,0.00006399005,0.004427685,0.002982317,0.00001894813,0.00005487308,0.000125291,0.00004808918,0.05975383],"genre_scores_gemma":[0.9928026,0.00007325012,0.00187676,0.00007933107,0.000002677329,0.00003098031,0.0000444068,0.00001111599,0.005078837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04540295,"threshold_uncertainty_score":0.09027731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1536460310942005,"score_gpt":0.2903229505054761,"score_spread":0.1366769194112756,"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."}}