{"id":"W2067381578","doi":"10.3189/172756400781820066","title":"Intercomparison of satellite-derived snow-cover maps","year":2000,"lang":"en","type":"article","venue":"Annals of Glaciology","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Thematic Mapper; Snow cover; Land cover; Remote sensing; Advanced very-high-resolution radiometer; Thematic map; Satellite; Satellite imagery; Environmental science; Meteorology; Geology; Physical geography; Geography; Cartography; Land use","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001251416,0.00007627626,0.0002523272,0.00001918976,0.00003837198,0.000002705045,0.0001342737,0.00005624548,0.01086838],"category_scores_gemma":[0.00004133713,0.00006157361,0.00007429065,0.0001143594,0.000169528,0.00005406311,0.000007660849,0.00005735875,0.0002174273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":4.840471e-7,"about_ca_system_score_gemma":0.0000126024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121491,"about_ca_topic_score_gemma":0.0005870209,"domain_scores_codex":[0.9993047,0.00005236575,0.0002721807,0.0001258855,0.00006728747,0.0001776305],"domain_scores_gemma":[0.9994828,0.0002023675,0.00008467028,0.0001377623,0.00005728562,0.00003510148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001723458,0.00003961086,0.7754945,0.00001713474,0.00007027134,0.000002053207,0.0007156309,0.0008788061,0.0001480713,0.0001886162,0.007007127,0.2152658],"study_design_scores_gemma":[0.0001112474,0.0002209448,0.8714073,0.000009939212,0.000006254798,0.000001466525,0.0001698295,0.0001993499,0.0006226996,0.0008319426,0.1263541,0.00006501052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824512,0.003212479,0.00001970143,0.000789698,0.0001176872,0.00005651584,0.00005428612,0.000009960616,0.01328848],"genre_scores_gemma":[0.995207,0.003446424,0.0002890586,0.0005603153,0.00004028531,4.403832e-7,0.00006214544,0.000001590327,0.0003927247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2152008,"threshold_uncertainty_score":0.9900358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06303739081073868,"score_gpt":0.2818694660934861,"score_spread":0.2188320752827475,"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."}}