{"id":"W2112627041","doi":"10.1109/igarss.2008.4779901","title":"A Comparison of Snowpack Properties Derived from SSM/I Emissivity Data with Snowpack Properties Derived from SSM/I Brightness Temperature Data","year":2008,"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":"Snowpack; Snow; Brightness temperature; Emissivity; Environmental science; Microwave; Remote sensing; Brightness; Atmosphere (unit); Atmospheric sciences; Meteorology; Geology; Optics; Geography; Physics","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":[0.0004005526,0.000215716,0.0001919506,0.001044812,0.0001501556,0.0003824302,0.0001303198,0.0001819529,0.0006882364],"category_scores_gemma":[0.001059252,0.0001116348,0.0002782235,0.001138715,0.0000815386,0.000409235,0.0001670524,0.0001072702,0.0003424539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002528295,"about_ca_system_score_gemma":0.0001977849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01470053,"about_ca_topic_score_gemma":0.02005265,"domain_scores_codex":[0.9998834,0.00001566354,0.00001281047,0.00002500521,0.0000482841,0.00001492762],"domain_scores_gemma":[0.999626,0.00007251856,0.00005228893,0.00003717886,0.0001879272,0.00002401796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001491481,0.0001604514,0.7552009,0.0003306488,0.0005123331,0.0002518347,0.0002968792,0.01832107,0.1144838,0.0003420973,0.001493361,0.1071152],"study_design_scores_gemma":[0.00002492766,0.0001057561,0.9675042,0.00001341703,0.00007545017,0.00009129968,0.00009712009,0.02061626,0.01011591,0.00007199114,0.001271097,0.0000125654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936538,0.0001339648,0.002593887,0.00001202321,0.000009503049,0.00001953937,0.001792144,0.000103454,0.001681723],"genre_scores_gemma":[0.9926887,0.0001007911,0.003402651,0.000008894173,0.000005738272,0.000009187528,0.003471935,0.00001829999,0.0002938589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01470053,"threshold_uncertainty_score":0.02922994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1568652889449067,"score_gpt":0.2691168962795071,"score_spread":0.1122516073346004,"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."}}