{"id":"W2038056316","doi":"10.1007/s11027-013-9497-4","title":"Climate mitigation policy implications for global irrigation water demand","year":2013,"lang":"en","type":"article","venue":"Mitigation and Adaptation Strategies for Global Change","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Greenhouse gas; Environmental science; Climate change; Natural resource economics; Irrigation; Radiative forcing; Agriculture; Fossil fuel; Water resource management; Economics; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001483131,0.0002413732,0.0001821912,0.00003540835,0.0005827674,0.000226851,0.0001141332,0.0001160857,0.00005069656],"category_scores_gemma":[0.00002741243,0.0002051345,0.00008216016,0.0002370284,0.0001921686,0.001422703,0.00007600397,0.00003040829,0.00004639633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064498,"about_ca_system_score_gemma":0.0000226698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009138316,"about_ca_topic_score_gemma":0.001233711,"domain_scores_codex":[0.9984829,0.00004026876,0.0003874437,0.0004297,0.0001780849,0.000481566],"domain_scores_gemma":[0.9993866,0.0000389458,0.0001529258,0.0001532791,0.0001248566,0.0001433728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003404051,0.00005267002,0.003107981,0.00007259664,0.00003098905,1.439703e-7,0.00103556,0.0002526575,0.003662421,0.9611368,0.001288468,0.02932572],"study_design_scores_gemma":[0.0008241176,0.0001678061,0.1242623,0.00002091206,0.00004132227,0.000008326924,0.002113215,0.007901775,0.0007698953,0.8611888,0.002400276,0.0003012379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5971673,0.0004124703,0.2461749,0.05263588,0.0007742431,0.008917906,0.003986798,0.0007431617,0.08918738],"genre_scores_gemma":[0.9910912,0.00002116736,0.004518024,0.0008982972,0.0002200665,0.00224579,0.0008971639,0.00001529483,0.00009299642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939239,"threshold_uncertainty_score":0.8365142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04613289623667897,"score_gpt":0.2850632076752786,"score_spread":0.2389303114385996,"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."}}