{"id":"W2126899566","doi":"10.5194/tc-8-1105-2014","title":"Influence of meter-scale wind-formed features on the variability of the microwave brightness temperature around Dome C in Antarctica","year":2014,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Association of Medical Research Charities","keywords":"Brightness temperature; Brightness; Snow; Radiometer; Transect; Remote sensing; Geology; Special sensor microwave/imager; Microwave radiometer; Atmospheric sciences; Environmental science; Optics; Physics; Geomorphology","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":[0.0001967024,0.0002343927,0.0002037438,0.0005491224,0.000291459,0.0004576964,0.000235147,0.0003045247,0.0004090567],"category_scores_gemma":[0.0004993911,0.000129918,0.0003076029,0.0003800573,0.0003239133,0.0002479898,0.0002688294,0.000175625,0.0001007624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002806949,"about_ca_system_score_gemma":0.0002213178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141651,"about_ca_topic_score_gemma":0.01058739,"domain_scores_codex":[0.9999171,0.00001884937,0.00000485482,0.00002431903,0.00001262114,0.00002219728],"domain_scores_gemma":[0.9997862,0.00006975971,0.00003612775,0.0000308573,0.00003373468,0.00004334909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003623418,0.00007574642,0.9317095,0.00005962768,0.000229377,0.0007596634,0.0004024168,0.01775395,0.03927249,0.000227872,0.0003936762,0.008753363],"study_design_scores_gemma":[0.000007907682,0.00002201517,0.9876242,0.000004955603,0.00002903321,0.00005505234,0.000168938,0.01107094,0.0007573044,0.00002498481,0.0002268451,0.000007853847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995197,0.00003659755,0.0001180525,0.00001216479,0.000003037965,0.000001560749,0.0001293806,0.000006856254,0.0001726541],"genre_scores_gemma":[0.9997032,0.00002422077,0.0000903152,0.000003735658,0.000002413303,0.000001752866,0.0001357138,0.000002042304,0.00003658337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01141651,"threshold_uncertainty_score":0.02270013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007657235358892525,"score_gpt":0.196492597057188,"score_spread":0.1888353616982955,"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."}}