{"id":"W4200559447","doi":"10.2166/wp.2021.267","title":"Incorporating decadal climate variability information in the operation and design of water infrastructure","year":2021,"lang":"en","type":"article","venue":"Water Policy","topic":"Climate variability and models","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Environmental science; Flood myth; Precipitation; Climatology; Climate change; Pacific decadal oscillation; Current (fluid); Water resources; Sea surface temperature; Meteorology; Geography; Oceanography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000933497,0.0003580371,0.0003544455,0.001015547,0.0003002094,0.001569112,0.0004546345,0.0004006269,0.001615091],"category_scores_gemma":[0.004105519,0.0003507449,0.0003303328,0.0009056721,0.0001658869,0.001559327,0.000765618,0.0006548442,0.0002234304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042208,"about_ca_system_score_gemma":0.001048552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01832511,"about_ca_topic_score_gemma":0.03309695,"domain_scores_codex":[0.9997187,0.0001004208,0.00002062353,0.00006656742,0.00004439475,0.00004916441],"domain_scores_gemma":[0.9986255,0.0005216379,0.0002939047,0.0001240284,0.0003129292,0.0001219308],"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":[0.00003096582,0.00002962838,0.02120631,0.00002947431,0.00004014929,0.00004245615,0.0000350587,0.9426016,0.0007636935,0.001532525,0.0009850875,0.0327031],"study_design_scores_gemma":[0.000003356796,0.0000163851,0.007396285,0.000009882002,0.00001109299,0.000006032312,0.00006793338,0.9892946,0.0003406341,0.001927922,0.0009149862,0.00001087337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5952287,0.0006540967,0.3795418,0.001594477,0.0001838269,0.0001269095,0.0034158,0.001484006,0.0177703],"genre_scores_gemma":[0.9797493,0.0001210582,0.0190484,0.00003282437,0.0000131084,0.00002176796,0.0004835094,0.00004449268,0.00048554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01832511,"threshold_uncertainty_score":0.03643692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197268849846174,"score_gpt":0.2342094084054703,"score_spread":0.2222367199070086,"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."}}