{"id":"W4394996380","doi":"10.3133/ofr20241026","title":"ECCOE Landsat quarterly Calibration and Validation report—Quarter 4, 2023","year":2024,"lang":"en","type":"article","venue":"Antarctica A Keystone in a Changing World","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Geological Survey; National Aeronautics and Space Administration","keywords":"Quarter (Canadian coin); Calibration; Environmental science; Remote sensing; Geography; Archaeology; Statistics; Mathematics","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":[0.0003327507,0.0001408181,0.0001391088,0.001181649,0.00004233307,0.0001790531,0.00004200787,0.00005188047,0.0001080225],"category_scores_gemma":[0.000009273889,0.0001439841,0.00003778153,0.001019048,0.00002096325,0.0004224679,0.000009955137,0.0001611111,0.00001466697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008125206,"about_ca_system_score_gemma":0.00001414036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005735781,"about_ca_topic_score_gemma":0.0002898248,"domain_scores_codex":[0.9990699,0.00002742648,0.0002801764,0.0002241005,0.0001636191,0.0002348216],"domain_scores_gemma":[0.9997147,0.00004787487,0.00001819882,0.0001508281,0.00001479698,0.00005362176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000221679,0.0004899665,0.03694296,0.006703747,0.0008556697,0.006244777,0.07696676,0.002408703,0.3724415,0.1013913,0.2740059,0.121327],"study_design_scores_gemma":[0.001336302,0.000319175,0.002910413,0.003040783,0.0001736668,0.0009601984,0.001835858,0.7112618,0.08880313,0.006486049,0.180954,0.00191861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7612749,0.003249908,0.1764612,0.01008579,0.003944089,0.001961003,0.00003976776,0.007654195,0.03532913],"genre_scores_gemma":[0.9974385,0.0000504089,0.0005724372,0.00009611688,0.0001713289,0.00006951157,0.00006316966,0.00003253857,0.001505934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7088531,"threshold_uncertainty_score":0.5871499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235184080283481,"score_gpt":0.2432152665528181,"score_spread":0.2308634257499833,"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."}}