{"id":"W3116502821","doi":"10.3390/w13010064","title":"Assessing Reservoir Performance under Climate Change. When Is It Going to Be Too Late If Current Water Management Is Not Changed?","year":2020,"lang":"en","type":"article","venue":"Water","topic":"Water resources management and optimization","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondo Nacional de Ciencia y Tecnología; International Development Research Centre","keywords":"Obsolescence; Climate change; Reliability (semiconductor); Resilience (materials science); Computer science; Vulnerability (computing); Identification (biology); Risk analysis (engineering); Reliability engineering; Environmental science; Uncertainty quantification; Downscaling; Current (fluid); Environmental resource management; Engineering; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001789937,0.00029966,0.0002191892,0.0001649623,0.000160852,0.0004473586,0.0002940401,0.00006142031,0.0006548362],"category_scores_gemma":[7.343282e-7,0.0002147642,0.0000702048,0.0001176128,0.00001309523,0.0008501431,0.0005147704,0.0001634115,0.001761366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007289146,"about_ca_system_score_gemma":7.682897e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003883385,"about_ca_topic_score_gemma":0.000002391409,"domain_scores_codex":[0.9981975,0.00002222851,0.0003010632,0.0003980253,0.0003281894,0.0007529877],"domain_scores_gemma":[0.9995068,0.00000338025,0.00002180396,0.0002929098,0.00002949346,0.0001456702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002856443,0.0001410167,0.002205497,0.008852847,0.0007039228,0.0001001659,0.4017653,0.314546,0.009424812,0.00008649549,0.1983524,0.06353585],"study_design_scores_gemma":[0.0006437157,0.0000623776,0.0006762346,0.000227561,0.00009959788,6.451214e-7,0.0003634331,0.2852753,0.07089358,0.00004971704,0.6409969,0.0007108646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190897,0.00006864322,0.004475057,0.06376869,0.0007073128,0.001028042,0.00001630894,0.0005542256,0.01029202],"genre_scores_gemma":[0.9771804,0.0003250351,0.001209057,0.01815392,0.0004533755,0.0001497642,0.0001318614,0.0001158011,0.002280741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4426446,"threshold_uncertainty_score":0.9990159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09071394638095968,"score_gpt":0.26604035911084,"score_spread":0.1753264127298803,"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."}}