{"id":"W4388546251","doi":"10.1515/9781552388211-007","title":"The Troubled State of Irrigation in Southwestern Saskatchewan: The Effects of Climate Variability and Government Offloading on a Vulnerable Community","year":2016,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irrigation; State (computer science); Government (linguistics); Climate change; Environmental planning; Geography; Natural resource economics; Business; Political science; Economics; Computer science; Ecology; Oceanography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004663766,0.0001417981,0.0002350739,0.00003442134,0.0001173103,0.000009330282,0.0002269556,0.00007288193,0.000002647353],"category_scores_gemma":[0.000008516464,0.0001022307,0.00005515737,0.000005909926,0.0001624252,0.00004137163,0.0001741988,0.0002558115,2.432112e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007055463,"about_ca_system_score_gemma":0.000005842652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002470116,"about_ca_topic_score_gemma":0.0004574893,"domain_scores_codex":[0.9992428,0.0001559921,0.0001926301,0.00009527762,0.0002017597,0.0001115797],"domain_scores_gemma":[0.9989771,0.0004672243,0.0001861688,0.000322771,0.0000259073,0.00002085092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006000466,0.0003483066,0.002382355,0.02656859,0.003510259,0.00005126655,0.1176861,0.05394027,0.006239886,0.317427,0.0001303254,0.4657153],"study_design_scores_gemma":[0.06267186,0.00680698,0.03997489,0.04735222,0.007229989,0.000009738662,0.008346442,0.4031492,0.1164395,0.1123842,0.1869261,0.00870893],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0948472,0.000083948,0.00349378,0.000006355097,0.0001072116,0.001128742,0.00006096202,0.00004517425,0.9002267],"genre_scores_gemma":[0.8924963,0.0004663544,0.0002056042,0.000008594471,0.00001358042,0.000002320685,0.00001491705,0.0000473064,0.106745],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7976491,"threshold_uncertainty_score":0.4168845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006374950190055359,"score_gpt":0.1541485910446788,"score_spread":0.1477736408546235,"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."}}