{"id":"W3011109750","doi":"","title":"Collaboration During the NASA ABoVE Airborne SAR Campaign: Sampling Strategies Used by NGEE Arctic and Other Partners in Alaska and Western Canada","year":2017,"lang":"en","type":"article","venue":"AGUFM","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Arctic; Remote sensing; Geography; Sampling (signal processing); The arctic; Meteorology; Environmental science; Oceanography; Geology; Computer science; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001581237,0.0001101797,0.0001182527,0.00001621624,0.0004590903,0.0002943865,0.0001293669,0.00003968106,0.00003586829],"category_scores_gemma":[0.00003453151,0.00007953001,0.000008279445,0.00004388759,0.0001506969,0.0003342706,0.00001631452,0.0001105417,0.000002023278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001346603,"about_ca_system_score_gemma":0.0001261419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5731589,"about_ca_topic_score_gemma":0.9344113,"domain_scores_codex":[0.9992905,0.00003862692,0.0001286985,0.0001829801,0.0001406834,0.0002185526],"domain_scores_gemma":[0.9995252,0.0001232423,0.00009389687,0.0001755606,0.00001645,0.00006565415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002077332,0.000002916514,0.996488,0.00002929047,0.000009793333,0.000006852921,0.001405194,0.0009840957,0.00002709783,0.00001769975,0.00001869716,0.0009896437],"study_design_scores_gemma":[0.0003340715,0.00003635763,0.9879142,0.00003448225,0.00001029299,0.00001083778,0.006546197,0.003033548,0.00001283075,0.000151345,0.001780849,0.0001349631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979985,0.0001983706,0.00001729443,0.001170706,0.0001313106,0.0001254037,0.00006399087,0.000007541881,0.0002868185],"genre_scores_gemma":[0.999325,0.00006050064,0.00006036593,0.0003218044,0.00004692292,8.634019e-7,0.00001424381,0.000004125048,0.0001661251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3612525,"threshold_uncertainty_score":0.4296834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396018447821893,"score_gpt":0.2446877063825685,"score_spread":0.2307275219043496,"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."}}