{"id":"W2560157926","doi":"10.1002/2016ef000434","title":"Pan‐Arctic river discharge: Prioritizing monitoring of future climate change hot spots","year":2016,"lang":"en","type":"article","venue":"Earth s Future","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Environment and Climate Change Canada","keywords":"Arctic; Climate change; Environmental science; Latitude; Climatology; Streamflow; Water cycle; Environmental resource management; Geography; Oceanography; Geology; Ecology; Drainage basin; Cartography","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001551166,0.0003961792,0.0004872678,0.001337676,0.0004231169,0.00107754,0.0005471738,0.0003270734,0.0006309499],"category_scores_gemma":[0.002500462,0.0001878761,0.0002860842,0.001365768,0.0001337245,0.000786158,0.000490426,0.0003293527,0.00009464475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007132874,"about_ca_system_score_gemma":0.00147951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08647047,"about_ca_topic_score_gemma":0.1977539,"domain_scores_codex":[0.9996299,0.0002002959,0.00001960598,0.00005666483,0.00005187098,0.0000416772],"domain_scores_gemma":[0.9991174,0.0002858014,0.000167234,0.00005811238,0.0002410884,0.0001303702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002498569,0.0001422749,0.8305472,0.0001118177,0.0002393113,0.000101287,0.0002363753,0.1246197,0.004057155,0.0004575303,0.001656101,0.03758142],"study_design_scores_gemma":[0.00006248583,0.0001502564,0.4532548,0.00004432008,0.00014543,0.00003747236,0.00100521,0.5392363,0.002990459,0.0008572966,0.00217177,0.00004418823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857679,0.0002173438,0.00995667,0.0004505735,0.00002292696,0.0000556257,0.001478665,0.0003342572,0.00171607],"genre_scores_gemma":[0.9837895,0.000134748,0.01491452,0.00002644592,0.00001469826,0.0000211035,0.0008330505,0.00001692055,0.0002490351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08647047,"threshold_uncertainty_score":0.1719344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293154607077677,"score_gpt":0.2137110794413926,"score_spread":0.2007795333706159,"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."}}