{"id":"W2608093724","doi":"10.14796/jwmm.r223-05","title":"GISRed 1.0, a GIS-based Tool for Water Distribution Models for Master Plans","year":2005,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Water Systems and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitat Politècnica de València; Universitat de València","keywords":"Distribution (mathematics); Master plan; Computer science; Geography; Environmental planning; Environmental science; Mathematics","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":[0.0004418466,0.0001636823,0.0002216771,0.0001399582,0.00007237234,0.0001131055,0.0001423694,0.0000624043,0.000007697418],"category_scores_gemma":[0.000001323348,0.0001044604,0.0001680496,0.00002488747,0.00000423088,0.000525924,0.00001998967,0.00006480997,0.000004471776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188265,"about_ca_system_score_gemma":0.000002988477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.530699e-7,"about_ca_topic_score_gemma":0.000003959583,"domain_scores_codex":[0.9987277,0.00001044142,0.0006208628,0.0001213855,0.0001775942,0.0003420293],"domain_scores_gemma":[0.9996246,0.000007382587,0.00004846731,0.0001295017,0.0001435639,0.00004645664],"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":[0.0001077498,0.00002252802,0.000003273738,0.0002811434,0.00009416828,0.000001813864,0.0002747233,0.9963129,0.0005762731,0.0001143474,0.001418806,0.0007923402],"study_design_scores_gemma":[0.001655052,0.00005572052,5.22342e-7,0.00009040981,0.0001023563,0.000003405519,0.00003268164,0.9754096,0.01188433,0.0007671597,0.009828024,0.000170683],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03735443,0.00003030527,0.9610818,0.0004194431,0.0003682206,0.0005247068,0.00003749227,0.00005016229,0.0001334466],"genre_scores_gemma":[0.9671087,0.000009704441,0.03162227,0.00006005223,0.0004166527,0.00006167372,0.0001776745,0.0000435286,0.000499727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9297543,"threshold_uncertainty_score":0.4259771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360658132633656,"score_gpt":0.2065744719667845,"score_spread":0.182967890640448,"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."}}