{"id":"W3006792044","doi":"","title":"Multi-Scale Brightness Temperatures Over Snow Covered Northern Boreal and Tundra Environments: A Comparison of Results From Canada and Finland","year":2006,"lang":"en","type":"article","venue":"AGUFM","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Tundra; Snow; Boreal; Taiga; Physical geography; Scale (ratio); Environmental science; Brightness; Arctic; Remote sensing; Geography; Climatology; Meteorology; Geology; Forestry; Oceanography; Cartography; Archaeology; Astronomy","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":[0.0004020506,0.0003943013,0.0004124067,0.001296478,0.001791239,0.001104151,0.0006049097,0.0005130847,0.0009851322],"category_scores_gemma":[0.0008142401,0.0002213778,0.000700386,0.002370478,0.0003002635,0.0005284696,0.0005026234,0.000249252,0.0001991945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005538417,"about_ca_system_score_gemma":0.00381154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9441527,"about_ca_topic_score_gemma":0.9713694,"domain_scores_codex":[0.9996725,0.00002320066,0.00001467542,0.00008574683,0.00007327149,0.0001306344],"domain_scores_gemma":[0.9995459,0.00006574576,0.00003332347,0.00001912632,0.000251074,0.00008483099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001044713,0.00006535946,0.9642331,0.0001860046,0.0003674635,0.0003266531,0.001879217,0.002775846,0.007864096,0.0001535175,0.0005995666,0.02050452],"study_design_scores_gemma":[0.000005844201,0.00001171201,0.9978667,0.000008659611,0.00005394335,0.00004695193,0.000586189,0.000441106,0.0005150753,0.000008417793,0.0004468949,0.000008515573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956663,0.0003655842,0.0002081679,0.00002300756,0.00000498841,0.00001255829,0.002102549,0.00001443301,0.001602517],"genre_scores_gemma":[0.9949743,0.0002026923,0.0004909242,0.00001779157,0.000003458446,0.00001179286,0.003501679,0.00001072083,0.0007866686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05584729,"threshold_uncertainty_score":0.1123523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446773596615815,"score_gpt":0.2120958528154919,"score_spread":0.1976281168493337,"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."}}