{"id":"W4416241367","doi":"10.1007/978-3-032-00098-9_49","title":"Water Scarcity Threats to Qatar’s Agriculture: A Hindrance to Food Security Initiatives","year":2025,"lang":"en","type":"book-chapter","venue":"World sustainability series","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Food security; Water security; Water scarcity; Scarcity; Context (archaeology); Agriculture; Water resources; Sustainability","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":[0.00190845,0.0003639339,0.000197834,0.0006034885,0.003428786,0.004621773,0.0005768926,0.00239505,0.01214628],"category_scores_gemma":[0.002023198,0.0001916642,0.0002903194,0.001460077,0.002956695,0.004911494,0.0020451,0.004127248,0.001397483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006060178,"about_ca_system_score_gemma":0.007592453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01771467,"about_ca_topic_score_gemma":0.04078886,"domain_scores_codex":[0.9994056,0.000214951,0.00001517573,0.00004148024,0.0001351502,0.0001877133],"domain_scores_gemma":[0.9993244,0.0003428994,0.00006674257,0.00004147853,0.0001534804,0.00007110315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003936554,0.00003489829,0.0009295377,0.000255418,0.00001177703,0.000320251,0.005531191,0.0004057994,0.0007987503,0.708859,0.1827061,0.100108],"study_design_scores_gemma":[0.000006456793,0.00003479329,0.002512055,0.0003465214,0.000005997228,0.0001517556,0.005555095,0.0002765546,0.0003890342,0.09383823,0.8968737,0.000009861858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03027619,0.04849286,0.003283171,0.4040444,0.006475445,0.0000574806,0.0003233652,0.0001277252,0.5069193],"genre_scores_gemma":[0.6147808,0.04021158,0.004430101,0.08082637,0.004696493,0.0001335546,0.0003608491,0.0001548943,0.2544054],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01771467,"threshold_uncertainty_score":0.04396993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009613910182378534,"score_gpt":0.2197533723223657,"score_spread":0.2101394621399872,"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."}}