{"id":"W1484141751","doi":"10.1002/0470848944.hsa127","title":"Snowmelt Runoff Generation","year":2005,"lang":"en","type":"other","venue":"Encyclopedia of Hydrological Sciences","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Snowmelt; Surface runoff; Hydrograph; Meltwater; Streamflow; Hydrology (agriculture); Environmental science; Snow; Infiltration (HVAC); Drainage basin; Geology; Meteorology; Geography; Geomorphology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002658959,0.000193726,0.000305436,0.00006348149,0.000184993,0.00002461139,0.0004196044,0.0001864426,0.07005006],"category_scores_gemma":[0.00008976045,0.0001249846,0.00008647412,0.0003925682,0.0005330713,0.00006915912,0.00002793402,0.0001184114,0.00032008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002628124,"about_ca_system_score_gemma":0.00005053039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026455,"about_ca_topic_score_gemma":0.008685861,"domain_scores_codex":[0.9985452,0.00004995767,0.000273049,0.0004062116,0.0004159095,0.0003097261],"domain_scores_gemma":[0.9994321,0.0001045867,0.0002184753,0.0001490737,0.0000151765,0.00008053532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004541571,0.00005210729,0.1091389,0.0000171342,0.00003253954,0.00000660057,0.00007722405,0.003069339,0.000004464206,0.0005070929,0.7443548,0.1427352],"study_design_scores_gemma":[0.00006514718,0.0001812937,0.04927811,0.00001221297,0.00001558423,0.000001486914,0.0000233721,0.002943394,0.000001290591,0.0001093887,0.9471909,0.0001777737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008045245,0.008438697,0.00004498412,0.0004414298,0.000757302,0.0001863155,0.00007283351,0.00008779011,0.9819254],"genre_scores_gemma":[0.04392548,0.04401912,0.01920332,0.001228653,0.006420159,0.00001216931,0.0002756855,0.00005186547,0.8848636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2028361,"threshold_uncertainty_score":0.9308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725997394361463,"score_gpt":0.2389829125616184,"score_spread":0.2117229386180038,"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."}}