{"id":"W6955026753","doi":"10.57757/iugg23-1096","title":"Impact of snow cover on river low flows in North America","year":2023,"lang":"en","type":"article","venue":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Snowmelt; Snowpack; Snow; Streamflow; Drainage basin; Hydrology (agriculture); Flood myth; Precipitation","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":[0.0002517754,0.00008791449,0.0001262913,0.0004256818,0.0002811449,0.0003248617,0.00009802618,0.00009963896,0.001066283],"category_scores_gemma":[0.0009269922,0.00008658547,0.0001465285,0.0007322455,0.0002988914,0.0002351183,0.0003080357,0.0001002723,0.00007273147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004138519,"about_ca_system_score_gemma":0.000539617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05134247,"about_ca_topic_score_gemma":0.1554937,"domain_scores_codex":[0.9998472,0.00005071,0.000009035504,0.00002441567,0.00002849183,0.00004009082],"domain_scores_gemma":[0.9993657,0.000239452,0.0002065458,0.00003066152,0.00007202595,0.00008544864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002202625,0.000008976886,0.9956833,0.00001018329,0.00002434374,0.00003510456,0.0001890668,0.0003800963,0.0003020443,0.00003441901,0.0001777933,0.00313265],"study_design_scores_gemma":[4.548823e-7,0.000004425677,0.9995905,0.000001584827,0.000003213466,0.000008380217,0.00008853211,0.0001484479,0.00001949994,0.00001544753,0.0001190808,6.11825e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991637,0.00006632786,0.00003394371,0.00003272513,0.00000134124,0.000001192054,0.0003507173,0.000003760934,0.0003464256],"genre_scores_gemma":[0.9993771,0.0000723062,0.00004146655,0.00000716621,0.000003708202,0.000002561234,0.0003868189,0.000001671655,0.0001072437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05134247,"threshold_uncertainty_score":0.1020872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396695090393097,"score_gpt":0.3359049726240932,"score_spread":0.3019380217201623,"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."}}