{"id":"W7096866913","doi":"","title":"The utility of computer-processed NOAÂ imagery for snow cover mapping and streamflow simulation in Alberta","year":2015,"lang":"en","type":"article","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snowmelt; Snow cover; Water equivalent; Snow; Forcing (mathematics); Streamflow; Meltwater; Meteorological satellite","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0001708553,0.0003417354,0.0001627757,0.0004733429,0.000513205,0.0007182874,0.0005556419,0.0003014581,0.001665208],"category_scores_gemma":[0.0004770187,0.0001642132,0.0002835607,0.0005969916,0.0003300646,0.0002023493,0.0002058329,0.0002233925,0.0001701183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005114608,"about_ca_system_score_gemma":0.004145474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8901846,"about_ca_topic_score_gemma":0.8755315,"domain_scores_codex":[0.9999207,0.000009121775,0.000003384317,0.00001450317,0.00002825817,0.00002407603],"domain_scores_gemma":[0.9998643,0.00003138833,0.000008171536,0.000008345892,0.00006077254,0.00002684331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002275679,0.00009637808,0.0335398,0.00002354538,0.00003408531,0.0001112357,0.00008004645,0.9449587,0.003120868,0.0004169865,0.0008092083,0.01658153],"study_design_scores_gemma":[0.00004345976,0.00002193094,0.02407767,0.000004392818,0.00001169211,0.000007529463,0.00007561821,0.9734475,0.001371824,0.0001306719,0.0007963365,0.0000113817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989015,0.00004140811,0.003216976,0.00008149018,0.00001091891,0.00004234393,0.001041117,0.0003958152,0.006154885],"genre_scores_gemma":[0.9939002,0.0000335396,0.003956158,0.00001053659,0.00000242888,0.00001291822,0.0007227543,0.00002050086,0.001341129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1098154,"threshold_uncertainty_score":0.2209243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04897768855445916,"score_gpt":0.2471313198975922,"score_spread":0.198153631343133,"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."}}