{"id":"W2811453281","doi":"10.5751/es-10193-230247","title":"Flexible water allocations and rotational delivery combined adapt irrigation systems to drought","year":2018,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Water resources management and optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Colorado Boulder; National Science Foundation","keywords":"Irrigation; Environmental science; Climate change; Water resource management; Business; Environmental resource management; Ecology; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001384962,0.0001531446,0.000259942,0.0001973712,0.0005458198,0.0007664304,0.000403124,0.0002964736,0.001383826],"category_scores_gemma":[0.003874813,0.0001448971,0.0002354063,0.0002973665,0.0008494764,0.0006329224,0.0007504952,0.0003067167,0.0001558101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008232971,"about_ca_system_score_gemma":0.0006273459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006427012,"about_ca_topic_score_gemma":0.01886891,"domain_scores_codex":[0.9990314,0.0004495651,0.00004874427,0.0002163551,0.00008857276,0.0001653049],"domain_scores_gemma":[0.9982248,0.0005951813,0.0005062807,0.000375947,0.000141727,0.0001560351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001712955,0.0008880892,0.7847559,0.0002297314,0.0002406593,0.0002577713,0.004185089,0.03271541,0.04092913,0.004691782,0.001180612,0.1282128],"study_design_scores_gemma":[0.0001170283,0.00204038,0.9439102,0.00003920449,0.0001190357,0.0001264681,0.005246894,0.02756902,0.006055404,0.005368862,0.009350112,0.00005737806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968917,0.00002919663,0.00161533,0.0000490554,0.000004699908,0.00002046289,0.00003852096,0.00001137341,0.001339693],"genre_scores_gemma":[0.9986009,0.0000226024,0.001103841,0.00001332987,0.000002763798,0.00001773629,0.00003738223,0.000003443718,0.0001979399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006427012,"threshold_uncertainty_score":0.01277924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00803186326028133,"score_gpt":0.1909510867744237,"score_spread":0.1829192235141423,"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."}}