{"id":"W2006699916","doi":"10.5539/jms.v4n3p108","title":"Water Resources Management: Alarming Crisis for Egypt","year":2014,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Water resources management and optimization","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water resources; Business; Safeguard; Integrated water resources management; Environmental planning; Process (computing); Legislature; Sustainable development; Resource (disambiguation); Order (exchange); Environmental resource management; Environmental economics; Natural resource economics; Computer science; Environmental science; Economics; Political science; Finance","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":[0.001116537,0.0001645598,0.000229999,0.0003077545,0.0001181977,0.0001392259,0.0002042445,0.00004576518,0.00001636133],"category_scores_gemma":[0.00001458072,0.0001235685,0.0001119431,0.0001040444,0.00003058717,0.0002784594,0.0001148572,0.00009334846,0.000001321289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008445824,"about_ca_system_score_gemma":0.000001046917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001492533,"about_ca_topic_score_gemma":8.491244e-7,"domain_scores_codex":[0.9988546,0.00004620253,0.0004196739,0.0001576183,0.0002078458,0.0003140137],"domain_scores_gemma":[0.999509,0.00002978838,0.00007115874,0.0001910651,0.0001261026,0.00007282242],"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":[0.001027513,0.0004632883,0.02583944,0.02768934,0.002950437,0.0001589791,0.01311972,0.4376094,0.0000242481,0.02503593,0.05072885,0.4153528],"study_design_scores_gemma":[0.002446552,0.0002306199,0.00540568,0.00006298905,0.0004975976,0.000005309307,0.00715086,0.04768121,0.0002788704,0.02838439,0.9074198,0.0004361357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5916812,0.0004455145,0.3864057,0.001621415,0.0004521392,0.00123119,0.000001436218,0.0001638898,0.01799757],"genre_scores_gemma":[0.9943441,0.0001964619,0.003800995,0.00007927789,0.000140569,0.00002006404,0.000003792505,0.00002712121,0.001387679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8566909,"threshold_uncertainty_score":0.5038977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003918607300613068,"score_gpt":0.1928054002492531,"score_spread":0.18888679294864,"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."}}