{"id":"W6958351888","doi":"10.6084/m9.figshare.17122615.v1","title":"Assessing water system vulnerabilities under changing climate conditions using different representations of a hydrologic system","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Streamflow; Vulnerability (computing); Climate change; Hydrological modelling; Hydrology (agriculture); Climate model; Water resources; Flood myth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009411048,0.0003593079,0.0002244127,0.0008238064,0.000382893,0.0009408933,0.0004034175,0.0003484786,0.000531478],"category_scores_gemma":[0.002220046,0.0001737851,0.0004351535,0.0008496548,0.0004535305,0.0009566757,0.0005584288,0.0003334202,0.00003403955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003513339,"about_ca_system_score_gemma":0.002173302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3133754,"about_ca_topic_score_gemma":0.4295641,"domain_scores_codex":[0.9997962,0.00007698604,0.000009172662,0.00003528508,0.00004408735,0.00003830832],"domain_scores_gemma":[0.999384,0.0003141279,0.00008536468,0.00006302602,0.0001056305,0.00004763855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001005285,0.00005053522,0.1389208,0.00003175545,0.0002124046,0.00009700444,0.0002202737,0.8466369,0.001600163,0.002186956,0.0002005158,0.009742132],"study_design_scores_gemma":[0.0000143589,0.00006817198,0.08207934,0.0000135074,0.00006600036,0.00003688259,0.0003072906,0.9140587,0.001271136,0.001721122,0.0003331659,0.00003028312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949307,0.00003525254,0.00349153,0.00006338539,0.000001853503,0.00001482123,0.0003524725,0.00004580442,0.001064181],"genre_scores_gemma":[0.9976566,0.00003847042,0.001930217,0.000004912496,8.209636e-7,0.000005558195,0.0002229018,0.000005434055,0.0001351228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3133754,"threshold_uncertainty_score":0.6231027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05458840321905032,"score_gpt":0.2915795362596399,"score_spread":0.2369911330405896,"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."}}