{"id":"W2152194889","doi":"10.14796/jwmm.r246-24","title":"Water Engineering Without Borders: Opportunities for Solving Water System Problems Throughout the World","year":2013,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Engineering; Engineering management; Computer science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002756317,0.0003023579,0.0003876279,0.0004232864,0.0008875976,0.001170198,0.0008499979,0.00005746968,0.00009822258],"category_scores_gemma":[0.000004137195,0.0001410849,0.0002715767,0.0000741715,0.00009161966,0.001103325,0.0002351341,0.000247077,0.00003926665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588814,"about_ca_system_score_gemma":0.0000150394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003282419,"about_ca_topic_score_gemma":0.0001052631,"domain_scores_codex":[0.9968218,0.0001084946,0.0009188105,0.0002631661,0.0008237427,0.001064045],"domain_scores_gemma":[0.9991297,0.00002612974,0.0001193132,0.000300358,0.0002797291,0.0001448123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007419942,0.0001158656,0.0001827171,0.001917761,0.0013976,0.00005807078,0.1076852,0.8727149,0.002946991,0.006714111,0.001880421,0.00431212],"study_design_scores_gemma":[0.002045217,0.0001425147,0.000008444859,0.001061473,0.0007356802,0.0000155673,0.1123274,0.3084882,0.005735427,0.00295538,0.5655552,0.0009294922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5258954,0.0002169844,0.4015877,0.04483047,0.002353516,0.004946631,0.000003388809,0.0003927596,0.0197731],"genre_scores_gemma":[0.9881696,0.00004701988,0.002916797,0.0003287783,0.0005692358,0.0001699714,0.000007071796,0.00006826885,0.007723285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5642267,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05388224870309644,"score_gpt":0.2778778116600837,"score_spread":0.2239955629569872,"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."}}