{"id":"W4402559147","doi":"10.1146/annurev-environ-111022-020951","title":"State of the World's Rivers","year":2024,"lang":"en","type":"article","venue":"Annual Review of Environment and Resources","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"State (computer science); Geography; Environmental resource management; Political science; Environmental planning; Environmental science; Computer science","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":[0.0013389,0.0003500301,0.0004660242,0.002325025,0.0005504539,0.003337808,0.0006154264,0.0008726653,0.003567597],"category_scores_gemma":[0.00250561,0.0001889548,0.0003399165,0.004875522,0.00104371,0.00335473,0.0009688414,0.0009589887,0.0006745469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140525,"about_ca_system_score_gemma":0.004274286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008607634,"about_ca_topic_score_gemma":0.009530751,"domain_scores_codex":[0.9993101,0.0001446778,0.0001032343,0.0001813227,0.0002012574,0.00005935584],"domain_scores_gemma":[0.9986934,0.0005049784,0.0003380377,0.00005696887,0.0003496771,0.00005704052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003012642,0.00002047896,0.003503823,0.01308872,0.0001321235,0.0001752304,0.0009270696,0.0008548938,0.0008111068,0.0863929,0.06214951,0.831914],"study_design_scores_gemma":[0.000002027246,0.00002107595,0.004897935,0.005672892,0.00007837779,0.0002279774,0.0006262412,0.0001005779,0.0002294228,0.007619982,0.9805002,0.00002319071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002091123,0.9727438,0.0008840581,0.006889594,0.0005971804,0.000009007752,0.0005857199,0.00003558801,0.01616392],"genre_scores_gemma":[0.02152853,0.974161,0.0007346254,0.001206734,0.0003964217,0.00002105702,0.0003882947,0.000008755081,0.00155464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008607634,"threshold_uncertainty_score":0.01711506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007472223433059757,"score_gpt":0.2505950564363333,"score_spread":0.2431228330032735,"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."}}