{"id":"W1847029641","doi":"10.1002/2015rg000481","title":"Measurement of the physical properties of the snowpack","year":2015,"lang":"en","type":"article","venue":"Reviews of Geophysics","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":300,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Snowpack; Snow; Instrumentation (computer programming); Context (archaeology); Remote sensing; Environmental science; Calibration; Meteorology; Computer science; Geology; Geography; Statistics; Mathematics","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":[0.0006562963,0.0004853508,0.0005827081,0.001546009,0.0002532155,0.000959665,0.000454948,0.0004350774,0.001136246],"category_scores_gemma":[0.00123237,0.0002451254,0.0003225687,0.001453246,0.0003831268,0.0008063664,0.0005215771,0.0004414277,0.0010032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002060225,"about_ca_system_score_gemma":0.0002231705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009411976,"about_ca_topic_score_gemma":0.001847813,"domain_scores_codex":[0.9992507,0.0001097085,0.00003082019,0.0001701899,0.0004115461,0.00002692433],"domain_scores_gemma":[0.9993497,0.0001954742,0.0001536615,0.00004521904,0.0002298202,0.00002616678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002525354,0.00009092982,0.06196331,0.003528475,0.0003090864,0.0002161144,0.0003699734,0.001471572,0.5192621,0.002102485,0.003802299,0.4066312],"study_design_scores_gemma":[0.00003578235,0.0007327761,0.335457,0.001300631,0.0004796723,0.002645205,0.001024982,0.01058606,0.5275848,0.00479983,0.1152074,0.0001458318],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4826294,0.2092795,0.2594892,0.0009058082,0.001189735,0.0004439391,0.006603918,0.001648373,0.03781018],"genre_scores_gemma":[0.8098115,0.09092691,0.08724607,0.0006743503,0.0006576976,0.0002425455,0.002088204,0.0001978963,0.008154843],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001546009,"threshold_uncertainty_score":0.003801107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196123594669306,"score_gpt":0.2394573000780426,"score_spread":0.119844940611112,"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."}}