{"id":"W4220745785","doi":"10.31223/x5591f","title":"Causing of missing snowmelt following drought","year":2022,"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":"Oak Ridge Institute for Science and Education; Natural Sciences and Engineering Research Council of Canada; U.S. Forest Service; U.S. Department of Agriculture; Simon Fraser University; Department of Water Resources","keywords":"Snowmelt; Streamflow; Snowpack; Evapotranspiration; Surface runoff; Environmental science; Hydrology (agriculture); Water year; Precipitation; Meltwater; Snow; Climate change; Drainage basin; Geology; Geography; Meteorology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006568775,0.0001653165,0.0003151033,0.00035489,0.0004722965,0.0007061438,0.0003258839,0.0004573283,0.001959263],"category_scores_gemma":[0.003553991,0.0002248912,0.000281131,0.0002779295,0.0003525949,0.0005829228,0.0006445779,0.0005067437,0.0001716275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006589615,"about_ca_system_score_gemma":0.0004703404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01252308,"about_ca_topic_score_gemma":0.01692649,"domain_scores_codex":[0.9998119,0.00004597868,0.00001230055,0.00004637825,0.00003132736,0.00005204208],"domain_scores_gemma":[0.9989741,0.0003129253,0.0003042058,0.00008671061,0.0001692963,0.0001528235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004648333,0.00007556075,0.8967416,0.0001008217,0.0001160631,0.0007090045,0.0003934309,0.07076464,0.003918612,0.002109092,0.003179171,0.02142718],"study_design_scores_gemma":[0.00003940771,0.0001174877,0.7098208,0.00004720819,0.00005861281,0.0003319195,0.0009891572,0.2765846,0.002164928,0.007613634,0.002202057,0.00003018715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949126,0.0001637459,0.001991788,0.0005169355,0.00004150031,0.000007732673,0.000613506,0.00009535404,0.001656706],"genre_scores_gemma":[0.999545,0.00002781216,0.0001441857,0.00001323024,0.000006570142,0.000001207065,0.0001340216,0.00000489082,0.0001229841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01252308,"threshold_uncertainty_score":0.02490038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0415489896923445,"score_gpt":0.2593544475200406,"score_spread":0.2178054578276961,"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."}}