{"id":"W4403843757","doi":"10.3390/atmos15111292","title":"Projected 21st Century Drought Condition in the South Saskatchewan River Watershed: A Case Study in the Canadian Prairies","year":2024,"lang":"en","type":"article","venue":"Atmosphere","topic":"Hydrology and Drought Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Lethbridge","funders":"Real Estate Foundation of British Columbia; Mitacs; Government of Canada; University of Lethbridge; Alberta Real Estate Foundation; Government of Alberta","keywords":"Watershed; Geography; Environmental science; Water resource management; Hydrology (agriculture); Physical geography; Climatology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004771409,0.0003697546,0.0002298534,0.0008218607,0.001173253,0.001212653,0.0007808558,0.0006577079,0.001087934],"category_scores_gemma":[0.0009009917,0.0002025539,0.0004967381,0.003156252,0.0004391483,0.0005428062,0.0004466016,0.0004477,0.00009842923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01883775,"about_ca_system_score_gemma":0.01430805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9769579,"about_ca_topic_score_gemma":0.9902375,"domain_scores_codex":[0.9997558,0.00003487465,0.0000143479,0.00003660217,0.00006691257,0.0000915887],"domain_scores_gemma":[0.9996082,0.00004463648,0.00004062973,0.0000243564,0.0002151614,0.0000670147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000111222,0.0001385789,0.8495287,0.0001248953,0.0003229754,0.002318994,0.0007834893,0.1128215,0.002351394,0.003198048,0.005201803,0.02309832],"study_design_scores_gemma":[0.00003493552,0.00004248383,0.8744612,0.00005206201,0.00009939815,0.0002606623,0.005063964,0.1116927,0.0006642985,0.0008047785,0.006739687,0.00008383234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914975,0.0001566663,0.0004463455,0.0004751951,0.000007108535,0.00004433316,0.004064303,0.00003668495,0.003271913],"genre_scores_gemma":[0.9947443,0.0003767345,0.001334148,0.00009297855,0.000003219195,0.00002860498,0.002240453,0.000007314033,0.001172341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02304208,"threshold_uncertainty_score":0.1366781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009448632846505486,"score_gpt":0.2361503420093014,"score_spread":0.2267017091627959,"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."}}