{"id":"W4392578037","doi":"10.5194/egusphere-egu24-11575","title":"Spatiotemporal variability of heatwave-driven streamflow in nival and glacial basins: Future insights from a century of observations","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Glacial period; Streamflow; Geology; Physical geography; Earth science; Drainage basin; Geomorphology; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004839577,0.0001304543,0.000201673,0.0006899876,0.0004071624,0.0009272113,0.0003892324,0.0003385067,0.0008045419],"category_scores_gemma":[0.00109838,0.0001066424,0.0003586457,0.00131089,0.0003595501,0.0005972252,0.0005174408,0.0002947449,0.00008511811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001935663,"about_ca_system_score_gemma":0.001239563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5018446,"about_ca_topic_score_gemma":0.6787357,"domain_scores_codex":[0.9998758,0.00002204447,0.00001025061,0.00003865908,0.0000234129,0.00002992378],"domain_scores_gemma":[0.9996504,0.00006772768,0.00006853839,0.00004413606,0.0001087641,0.00006048631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003752524,0.0000216387,0.98395,0.0000355015,0.00006781013,0.00005223406,0.0006241112,0.001498478,0.001422448,0.0003982174,0.0008355139,0.01105648],"study_design_scores_gemma":[0.000001813138,0.000003339384,0.9941121,0.00001689412,0.000009570201,0.00001178358,0.0003315729,0.002678695,0.00008716954,0.0001275723,0.002611963,0.0000074131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992312,0.0009229084,0.000574521,0.0004287096,0.00002142663,0.00000854317,0.003388267,0.00003563812,0.002307858],"genre_scores_gemma":[0.9956578,0.0004433524,0.0008710752,0.00007965602,0.00002607282,0.000009043008,0.002553027,0.00001272156,0.0003472099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5018446,"threshold_uncertainty_score":0.9978471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02032336862403308,"score_gpt":0.2169324558702627,"score_spread":0.1966090872462296,"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."}}