{"id":"W2130253622","doi":"10.1175/jhm-d-11-0126.1","title":"Rationale for Monitoring Discharge on the Ground","year":2012,"lang":"en","type":"article","venue":"Journal of Hydrometeorology","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Centrum fÖr Personcentrerad Vård; Woods Hole Oceanographic Institution","keywords":"Environmental science; Water cycle; Component (thermodynamics); Climate change; Resource (disambiguation); Environmental resource management; Remote sensing; Computer science; Geology; Ecology","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":[0.01311383,0.0006689723,0.000538649,0.001910612,0.001431324,0.00421734,0.00242683,0.005964729,0.004262663],"category_scores_gemma":[0.02668217,0.0006752824,0.0006656284,0.001475033,0.006678535,0.003595778,0.002511471,0.005987384,0.001386109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085279,"about_ca_system_score_gemma":0.002060555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003520282,"about_ca_topic_score_gemma":0.003355661,"domain_scores_codex":[0.9892616,0.003845737,0.001058434,0.00197041,0.00342467,0.0004391383],"domain_scores_gemma":[0.9783296,0.01067906,0.002280457,0.001542859,0.006414928,0.0007530661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004321311,0.0005071423,0.08074135,0.0009300726,0.00008930618,0.001501405,0.00222615,0.003376386,0.009739459,0.7767215,0.02648818,0.09724696],"study_design_scores_gemma":[0.000465034,0.002067192,0.08080491,0.004476103,0.0003510164,0.00430293,0.00587219,0.03502744,0.02427259,0.4166362,0.4250604,0.0006639804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1377088,0.006450628,0.4496435,0.2100333,0.006622552,0.002762045,0.00297035,0.0008108582,0.1829979],"genre_scores_gemma":[0.7710006,0.002743392,0.1650746,0.0295482,0.002240367,0.002137773,0.0005068629,0.0001465874,0.02660154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01311383,"threshold_uncertainty_score":0.0693534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02732908634701236,"score_gpt":0.2722017437129422,"score_spread":0.2448726573659298,"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."}}