{"id":"W4406110785","doi":"10.1017/jog.2024.96","title":"AMIGOS-3 multi-sensor stations and the climate, ice and ocean conditions at Thwaites Eastern Ice Shelf during 2020–22","year":2025,"lang":"en","type":"article","venue":"Journal of Glaciology","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Colorado Boulder; Natural Environment Research Council; Korea Polar Research Institute; Sight Research UK; National Science Foundation","keywords":"Geology; Ice shelf; Oceanography; Sea ice; Cryosphere","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002457663,0.00008546844,0.0002088883,0.00003658987,0.0006050587,0.00003365697,0.00008718555,0.00004109036,0.0002338514],"category_scores_gemma":[0.0001870907,0.0000532408,0.00004499515,0.0001221308,0.0003305642,0.0001126949,0.00003650529,0.0001472534,0.000007584506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006101771,"about_ca_system_score_gemma":0.00002277341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001397392,"about_ca_topic_score_gemma":0.001455276,"domain_scores_codex":[0.9992529,0.0001088889,0.0002984723,0.0001054936,0.00006570034,0.0001685829],"domain_scores_gemma":[0.9986975,0.0008998936,0.0001777191,0.00007307747,0.00009960413,0.00005218235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001307781,0.00001125237,0.9965935,0.00002237182,0.00008754953,0.00001171093,0.0007966313,0.0005778163,0.00005628542,0.0003513006,0.00108629,0.0002745671],"study_design_scores_gemma":[0.001278543,0.00005642751,0.9866792,0.00001850273,0.00006479347,0.0001195895,0.002931132,0.002885869,0.00000358829,0.0002967385,0.005609893,0.00005575148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907481,0.003614633,0.00006848745,0.004617123,0.0002777033,0.00009704509,0.00008301777,0.000007540679,0.0004863382],"genre_scores_gemma":[0.994689,0.003016358,0.0006628164,0.0005731233,0.00008216997,5.957212e-7,0.00001276287,0.000001671022,0.0009615076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009914274,"threshold_uncertainty_score":0.4653684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317777171146157,"score_gpt":0.2439423656728366,"score_spread":0.2307645939613751,"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."}}