{"id":"W4221095301","doi":"10.1088/1748-9326/ac5def","title":"Streamflow droughts aggravated by human activities despite management","year":2022,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement; Horizon 2020 Framework Programme; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Streamflow; Environmental science; Climatology; Geography; Geology; Drainage basin; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008968663,0.0002324082,0.0001679832,0.0001465381,0.002408064,0.00004340511,0.0006569148,0.00003285458,0.01024012],"category_scores_gemma":[0.000003351534,0.0002409903,0.00007576661,0.0002733218,0.001046048,0.0002470378,0.002924544,0.0005732221,0.0008021252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000974498,"about_ca_system_score_gemma":0.000001187041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001682368,"about_ca_topic_score_gemma":0.00001446293,"domain_scores_codex":[0.9962727,0.0005310246,0.0002113388,0.0006812238,0.0013789,0.0009248086],"domain_scores_gemma":[0.9993262,0.00006370954,0.00005600454,0.0004284682,4.794807e-7,0.0001251362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001611885,0.0012084,0.1184638,0.0000245713,0.0003573449,0.0006029608,0.00183328,0.003828863,0.3469896,0.0002371436,0.5188421,0.007450771],"study_design_scores_gemma":[0.002691833,0.0009870041,0.103774,0.00001460092,0.00007656799,0.00001898525,0.005715771,0.000260603,0.02054117,0.002044192,0.8625823,0.001292997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855297,0.00007620644,0.00004886115,0.002971455,0.00008795204,0.0005904705,0.00004610544,0.00006464092,0.01058456],"genre_scores_gemma":[0.9849095,0.00009288159,0.0001082997,0.001593819,0.00002387916,0.0004840764,0.0001364736,0.00003437365,0.01261665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3437402,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522134110278504,"score_gpt":0.2636981899449578,"score_spread":0.2484768488421727,"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."}}